{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 302 Classification\n",
    "\n",
    "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n",
    "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n",
    "\n",
    "Dependencies:\n",
    "* torch: 0.1.11\n",
    "* matplotlib\n",
    "\n",
    "https://ptorch.com/docs/4/pytorch-video-classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch._C.Generator at 0x7f99e00e9a10>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "torch.manual_seed(1)    # reproducible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make fake data\n",
    "n_data = torch.ones(100, 2)\n",
    "x0 = torch.normal(2*n_data, 1)      # class0 x data (tensor), shape=(100, 2)\n",
    "y0 = torch.zeros(100)               # class0 y data (tensor), shape=(100, 1)\n",
    "x1 = torch.normal(-2*n_data, 1)     # class1 x data (tensor), shape=(100, 2)\n",
    "y1 = torch.ones(100)                # class1 y data (tensor), shape=(100, 1)\n",
    "# 合并两类数据\n",
    "x = torch.cat((x0, x1), 0).type(torch.FloatTensor)  # shape (200, 2) FloatTensor = 32-bit floating\n",
    "y = torch.cat((y0, y1), ).type(torch.LongTensor)    # shape (200,) LongTensor = 64-bit integer\n",
    "# 标签一定要是LongTensor\n",
    "\n",
    "# torch can only train on Variable, so convert them to Variable\n",
    "# x, y = Variable(x), Variable(y)\n",
    "\n",
    "plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=y.data.numpy(), s=100, lw=0, cmap='RdYlGn')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self, n_feature, n_hidden, n_output):\n",
    "        super(Net, self).__init__()\n",
    "        self.hidden = torch.nn.Linear(n_feature, n_hidden)   # hidden layer\n",
    "        self.out = torch.nn.Linear(n_hidden, n_output)   # output layer\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.hidden(x))      # activation function for hidden layer\n",
    "        x = self.out(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (hidden): Linear(in_features=2, out_features=10, bias=True)\n",
      "  (out): Linear(in_features=10, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "net = Net(n_feature=2, n_hidden=10, n_output=2)     # define the network\n",
    "# onehot编码，输出有两个\n",
    "print(net)  # net architecture\n",
    "\n",
    "# Loss and Optimizer\n",
    "# Softmax is internally computed.\n",
    "# Set parameters to be updated.\n",
    "optimizer = torch.optim.SGD(net.parameters(), lr=0.02)\n",
    "loss_func = torch.nn.CrossEntropyLoss()  # the target label is NOT an one-hotted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.ion()   # something about plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ejior/anaconda3/envs/tf/lib/python3.6/site-packages/ipykernel_launcher.py:12: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HCn9E9ENhehYedpuI2vPGs5qTm5UjVUxN962Gdi17BG0/hpxvsQCKa7zZDu+JBuvmQcXgZ8WD/ORUhO4+JXK+yFM3UH/lLGjaW0HD2hzND6xF461/ITcmAUramlAzMwbN4yHV/zOK8vKh7WwLFQM9fFzviaQnflL9XQThqChDxUBX5Jig7UcZ5wnafgzWA7vKKqwahSQfgqjiFNXVWI1LePQKiU/eFD9WYvjtXlFTXaqYKIpC7T8nwGXOWKQFBIFXUAiay0V6YCiirtyHaYfmJRWoo64+QFFevsj5aB4PX8/dQp2Fk0s+U9LShJLLz1VqFIcD/YZ1+M6znzAQH1bvljqZlmU9uBvjzz3h0SuRxwEg0ec1eEVF4CgoyCq0GoMkH4Ko4iz7dkDS87esxtJcLihFBdAMT5as+nWSQWTFrcSVtDXxYtxiJPr8XMFKcTgw79kWzQ6sQWF6Jqu5Ym554+u52+Dm5EGnjiMcpwxhbFOuaqgP953L8GLsIqn+HqUp6WjBdclU5oFsVwqTDa8CkXc+BFHF2Y8fwPgIqDSaWyTypTpHSQkus8bIIjTkxMTDq/UIvsQDFN/JRF99gAftx0Dd0pTVXAmPfZHiF4iMT1/w7cIdPOw8Hs/HLGRceq1hYy5x/GXp1HFEh/uHoe1izzjWiMVeIIPmbuAokt/xBSHJhyCqOFVDfbS5uU+sytHGrd3BUS7f94ajooyWpzZBr4F0e1h4XC6+nr+Nh10nIjcmQei4tPfByI1NhJoFu7JAZYUfvYxPG/aLHCPOz6UsQ49GaLzjbzTctAgdHx9Hj8Ab0G/syupc5xkjWYwZIXFsNR3ZZEoQ1URhZhbezFuPL/vOMo41aFofRVwucqPjQQFQszCBZe8OcJw8GGpm5fffCJMbm4DwY1eQ8y0OKoZ6sB3RC9zsXHj3mfZzsysDvUZ14bpkKp4MmiXRBlI1CxP0iXgg8g7iplsfpPl/Fm9iikK7OwcYH+2J4v/3VgSu3i3wmMOkwWjmuUriuQWpSZtMSfIhiGqkIDUdlyxaoyg3T+xznaaPQJOdy1iPf/fXZnzacKDc8m02e2tKUzHSx4CE54i+/hDvFm1CemBIyTEFdVUU5TD/XTo+Pg7j1k2EHv922Qs+/Wewfr9CKSqiya5lcJw8hNV4UaJvPCrZZAqahmELNzjPGAmbId2lnrssknykRJIPQUjOd9o/CGFYuiyM+85lcJ7O/Cjow5rdCFi6VaJrlKVd2wE9P/7clJr0KgC50fFQNdZHwD87Ee/1jHEOBTUVNFg7F7VmjxU6JuzwRfjNWoPCjCy+z006toBZJw8keL8GzeVCv0k9OE4eAo0KqPxN0zQoipL5vD+Q5CMlknwIQnLc3Dx495lWXMFZTJoO1ugVclfkFyQ3OweXLFqzXqXGpP6qWXBdOq3c59ycXNx2H4CMT19Yz9VkzwqRlRkKs7IReeoGMj6HQVFDDVYDukj9fqsqqUnJhyzDIIhqJunZWxSk8e++V1BXg5KOFvJihb/8B4CsL18RfuQSOCrKUDM3hvFv7uVaCERffySzxAP8XBXG43IRfe0h0j4EQ1FNFTE3H4uVeADgw4qdcBg/AByl8ospAEBJUwOOkwZLHTNR8UjyIYhqJPr6Q3j3m1HuPUxRTi6KcnJZzfFi3OKSf9ews0SDtXNhO7RHyWdMvXrEpaihhpjb3ng5cSmrFuCi5MYmIvbeM1h0byOj6IjKQpIPQVQTvKIi+P7+D+v6bWxkh0fh2bC54OUXwH5MPwCAurXs9s0oaqqjICUN3r2ngVdYKJM58xOSZTJP9rdYJDx6CZpXvEhA29lOJvMS7JDkQxBVWEFqOgozs6FqbIDYe0+RExVXIdd5++d62AztgcL0TCQ+e8uqRA8btsN74uP6/TJLPAAk3jP0Q35KGl5NWYaoS16gi4pKPjft2BLNDqyBhgyTLyGc1MmHoigrAEcBmALgAfCkaXqbtPMSxK8s/vErfFy3F7F3i9tCK2ppQMfVqcKul5+UitC9p/Fp48GSQqGiqFuZIicmASgSnaCUDfUR78m8L4ktDRsLmHZoIfH53JxcPOgwFqnvPpU7Fuf1DF6tR6L5kf8h7t5TFKZnQdPBCnaj+vAVSiVkQ+rVbhRFmQEwo2n6DUVRWgD8APSlafqjsHPIajeCEC7i9A08Hzmf77dycZi0b47c2ARkfAoDAHBUVcBjKOwJAOrWZsj5ypx4SlAAGL4+NByskf1F8vYNZbU8sRG2w3tJfH7wrhN4PWOlWOcoqKqg3sqZqDN/osTXlRWy2q0UmqZjAcR+//dMiqI+AbAAIDT5EAQhWEFaBl5OWCJx4gFQvNkRKP6tfUw/KKgo493CjYzniZV4AMbEA6A48ZRp9y0JVWMDuG1YUJJ40t4HITsyBsr6OjBs7lZuxZ4wX4T0FBKlKC8f7xZsgLKuNllJJ0MyfedDUZQtgIYAXspyXoL4VYQducR61RqTrC/f8H7ZdlBKiowJgFJQkCrhCaWgAJ3aDkj/ILrtdmnqVmZosG4u6EIu8lPSoWlrAfOebaGgrIz4x6/w9s/1SHn9oWS8pr0VXJdNL1kwIUoOy5JAgnxY9R/sxw+QuD0Cr7AQNI+GgoqyxDHUJDJLPhRFaQK4AGA2TdPlWgBSFDUZwGQAsLa2ltVlCaJGSfELlPmcdCHz6jjDlm5I9KmApmwKHMbEY+jRCPZj+4GblQMtRxuYdWst8As+7sFzPOo2CbwC/sULWWHf8GLsIhSkpousgAAAyvq6yE+WbCl5zrdYJHr7wqRdc7HO+3bpHoK2HUXC4+L+P3puteE0fQQcxg9gfcdWE8nkb05RlBKKE88JmqYvChpD07QnTdPuNE27GxkZyeKyBFHjcJTY/T7otmEBHCYNhmELN+kuSFGwHz8ADTctZh4rgbKJgu/SHA6sB3dDu1v74DhxMGrNHguLnu2E3lm8nrFK5Hz+izcjn2GPks3wnuwCF0LcxOW/ZAt8+s8oSTwAkPruE15NWoqnw+dJVGi1ppA6+VDFdToOAPhE0/Rm6UMiiF+XebfWjGMUNdXhNGUImnmugv34gWJfw3ZUH9iP64+6f01Fz8+30PzAWhg2qQcjj0aShCwxj7Nb0erMVihpaTKOTXjymrEaQlFePsKPXhY5xun3YVA1lfyXX3F6B8U/eonAtXuEHv965ia+7D8ncSzVnSzufDwAjALQnqKod9//kX05V4L4BVj27QgNO0uRYxwmDCz5wlbS0hD7GvqN66L5wXVosGYO38bKFsc3QF2GjdmYxN1lX5suMySS3bhQ0Svr1EwM0d7rELScbFlf+wfdes4waFKf9fjgXSeYx+w8LnYcNYUsVrs9QfGiS4IgpMRRVETb63vxoPN4gaVozLu3gdv6+SV/Nuv6m9gbQoX1xdG0tUSHh0dxt+kg5Celih+8mOK8niH90xfo1HZgHKukzXx3xHacbl0n9Px8CzG3vBF3/znA48GwRUMkPvETmgwoRUU03LiQVQw/JD1jbn2e9j4Y3OwcKGqoizV3TUAqHBCEhFLeBCItIAgcVRWYdfaAij77VtelZYZGgldQCA07SyiqqUKnjiN6fLiOsEMXEXn6BgrTM6HpYA3Tzh5I/xiKO00HguJwYNKhBfQb1xVvGTNFwaxLK6GHI09el0viAYoXCtyo0x0uc8ai8WbR75zMurSCkrZmuXYJZVkP6srq2hSHA4sebWHRo+3Pcwd3g4qhHj5vOcxXWFXL2RaNt/4Fs87Cf27CrsHKL7rogLRUIAgxpbz9iFdTliHF933JZwqqKrAfPwCNNi9mvZQ2ZO9pBG05jIygcACAko4W7Mf2Q71//oCyrjbf2M9bDuPNvP9JvV/GvGc7tL0m/D3EFdv2rDuUylLDjQtRe954kWMClm3Dh1X/CT1u1q012t3cJ3Us3OwcxNz2QWFaBjQdrGHcpqlEPXqej12E8COXRI4xbNEQnZ+dZj1nTdpkSpIPQYghLTAE9zyGCW05YNGrHVpf2c34ZeU3ew2Cth0VeEy3njM6ep8oSUCx957iYWfRX8xsqJkbo3vAVaR9CEHIfyeR7Pu+5E6o1uwx0LSzxGllV6mvI1FsZkbo8/UROIqK4HG5+Hr+Dr7sO4us8Cgo62jBZmh32I8fgIBl2xG6p/yXtUmHFmh9cSfrx3PykOL3AXeaDhK5os3j9BaxOp6S5CMlknyI6oibnYN7rUcg9Y3o4h3t7x2CaceWQo8nPnuDex7DRM5Ra954NPr+juFht4mIve0jfsACmHZuhbi7T8ofoCjUXzkTgWv3StSiWxY6PDoGgyb18LjnFMQ/LL9PXc3MCO29DgMUhbCD54srHBjownZ4Lxj/xu77ODc+CYlP/AAeDwbN3Sqkm2lpIbtP4vWMVQITUK2549Bo0yKx5iPJR0ok+RDVTcSp63g1ZRm4mdmMY22G9oDHKeG7Dp6Nmo+I41dFzqGsr4t+MT6gFDg4o1JPbvtBDJrWR/KrALlcq6w21/ci+uoDhHqeETpG094KPYPviF1loCA9E6//WIWvZ26W7BWiFBRg0asdmuz+B2pSLL9mkvz6PYJ3HEfcvaegi3gwaN4AztNHiP0OCahZyYcsOCAIBjG3vYsLfbJMAFkRot+ZpAUEMc5RkJKG3Oh4qFmYyHUjYorfB+ZBFUTVxADhx66IHJMV9g3RVx/Aql8n1vNyc/PwoONYvpI8AEAXFSHqshfSA0PR+cUZiReMMDFwr4cWR9ZXyNzV2a+5zIKo0rjZOQj1PIOH3SfBq+0o+E5fgdSAz5UWz/sVu8RKACoGwr/EaB4PRSwqTAMAR1UZaQGfQSnI739TmqFFQkUxad8cOd/iWD3yE/cRZNihC+UST2mZIRFC378RFYfc+RBVStqHYDzsOpFvj0vC41cI+e8kas+fgIb/LpBrPJlfviL5xTuxzrEVUsIlLzEFj3pMRmZwBOMc+o3rQklLA7d6TKm0hCAvHBVlGLdpAm4W8yNNAOCx6ORalF+AxCd+4GZlI3gn82bPL/vPof6KmayuT8gGST5ElcHNyS2XeEr7tOEANO2t4DRV9Mt6WRK3lpeOqzOsBnYReMyn/wy+5dmi1Jo3HuFHryA/MYVxrKaLHQwa1sa3y/dZ9e2RN2U9bWg52Qp9l8TLL8D75TugqMluo6VBk3pCj9E0jcC1exC07Sirn90PuTEJKMovIBWn5Yg8diOqjIiT14Umnh8+bToEeS6SUbcwKW5HwIJBswZof/cAFJTLf4ElPHldvMqKBdflM2A7rCeibzxiNT4rKByJz96hx4frcJo2XPhARclaAUhD1cQQHR4cRZeX59A7zAudX52DfvMGAsdys3IY51PS1oTtyN5Cj7+evgIBS7eKlXgAQEFdjSQeOSPJh6gyoi57MY7JCo0UqzeMtNQtTERWBPih8fYl6PLiLNTMjAUe/3bhLqvrNdr2F+r/8wcA0RWhy8r5GoMng2bBfecy1F81C8plXp7rN66LDl6HoWZhwnpOaRl6NELPTzeh51YbAKBioIeP6zyR8sJfovk4SkpocXQ9lDQF17NLffcJIbtPSTS3zZBuEp1HSI48diOqDLb7S7g58t2H0mDNHCR4vxba5M2yTwe4/DFa5BxsfqsHgOgrD0AXcGE3ph/03Goj/v5z1nGmvv2IxKd+cF06DbX/nIC4+8+RHRmDVP9PyImMwYfVu+E4cRDCjl5GdnhUufM5ykqAAge8XNk8uqMoCrF3nyL+4QsUFRQi4dErgddlQ8PeCh4nNsKwufAWEqH7zko0N0dZGbUYqisQskeSD1Fl6Lg6lbSAFoajogwtJxs5RVRMv1FdtPc6BN8py5D2/uddF0dFGQ7jB6DRlr8Y59CuZc/qWvEPXiD+wQv4L9kCl1mjxW5BHef1HMat3KGgqoK8+CT4zVoNmvuzQ2m81zOAQ4GjqlLu/RCvoBCUggI4Ksrg5RcInJ+jqlI8lsW7peTX7/F06BzWsYuSHfYNXIYOr0wVrYXRqecE3bpOEp1bVtqHYCQ9fweKQ8GkfXNo2lnJZN6aiCQfospwmjIUwduPiRxjPahrhe3HEMWoRUN0D7iGxGdvkP4hBArqqjDv1hoqBnqszrcb0xf+S7YI/VJUQvmtAAAgAElEQVQvi1dQiE8bDsBqQBd8u3CHfaDfE1Xcg+d4OelvwdWuebTQ5EEXFYGjqgyn8cMQdfUBuFk5ULM0Qc7XWHAzs8Va0MDLY/d3ZStk9ymYtm8h9LiStvjtJYDiduPSygr7hhfjFiPB27fkM4rDgUWvdmi6fzVUDfWlvkZNQ975EFWGTh1H1F0yVehxdSszuK2bJ8eIyjNq2QiOk4fAbmQf1okHAFQN9dFwg/jLxJN936PV2W3QqevIavyPzqafNhwQq81CaUXZudBxdUK/KG/0iXyIguR0VpUdKhpTi3GbwZK9t+FIuRAjNzYB91qP4Es8QPGerqgr9/Ggw1hws9k9dv2VkORDVCkNVs9Bs/2roe3ys8mZgqoK7Eb3RefnZ6BuaVqJ0UnH5Y9RaHliIzTt2T+KyfkaA1UTA/T4cKPkxb0wmo42MOvyG7g5uYi9I6B+mxh+fNGHHb6IvLhE8U6uoBYBCspKIo9b9usEHQken7FZUCLKp02HRK7STAsIQthh0dWtf0Uk+RBVjsOEQej5+TZ6BN5AF9/z6BfjgxZH1hcve67mjFo1FrtwZ35KOgDA48wWoS2glfV00OrMFgCA35y1Urde4Hz/oo+6eI/VeP0m9WDayQPuu5ZBUVNNqmsLY9a9jcjjHEVFtLu9H7oNarGek+Jw4DxT9GIRUWiaRtihi4zjvhy8IPE1airyzoeosnTqsHvUVJ28X74DubHi3Ulo2loAALSd7dD19QV83nwIYYcvoSAlDYpaGrAb1Qe1542Hpr0VPv67D188JVv1VZr59y/6Qpar9FocXQ+dWsUdSUM9zyLNX7xySJSSIuhC4ZULOCrKcBa1h+k7dUtTdHt7GbG3vfHt4j1ws3ORn5iCOK9n5a/J4cD9v+UwbMq+NXZZRTm5KEhh3oic8zVG4mvUVCT5EIScFGZmIfLMTbHO0Xd35Xvcpm5hgkabFqHRpkXg5uZBQVWlpHcQr7AQnzcfljpOLWfbkg6fOrXtkfpG9LsWRQ11vtYEDhMHwe+PVayvp6Srjd/ObUPCEz98WLGz3HGOijI8Tm2GliO7VY4URcG8WxuYd/t5p5T0KgAhu04g8ekbgKJg2r45nKYPh1599ndJgiioqUJBXU3oMvwfVAzZvx/8VZDkQxBykhMVL9YjN46ykshFCopqqnx/TvB5jbz4JInjAwB1a3O0ubanpAW04+QhiDhxTeQ5tiN6QVHjZ2kch/EDEH74otAFAirG+jDyaAyOshJM2jSB7ag+UNLUgGnHlrDo0QYh/51Csu97UIoKMOvSCk5Th0q9ZNmwaX2p7nCEoTgc2A7rgS8HzoscJ6oqw6+KJB+CkBNxumzquDqj8ba/YNK2Getz2G5kBQAFbU24Lp6MRB+/4m6hutqwGdoddmP6QVlHq2SccesmcJgwUOiXq4atBer9M4PvM0V1NbT3OozXM1bi69nb4BWW6p/Tu31x/xwTQ4HzGTSpD4NDsk8SFan2/AmIPHtL6IpANQsTOE4ZIueoqj7STI4ghChIz0T01fvIT0mHpq0FzLu3AUdJ9IorJnc9hiLp2VuRYySt3p0RFIbrtZiXGxu3bQqPU5tZN1CjaRqfNuxH0LajyI1JAFB8V2Y1sAsablgAdXPhC0Fy45OQ6PMaoGm5dA6tLInP3+LpkDnI+RbL97lOHUf8dnEHtF3YbTJmUpOayZHkQxBl0DweApZtQ9DWo3z7M9TMjOC2YQHsRkj+CCX6+kM87v270NVo6tbm6BF4XWj9MiZebUch4fEroccpBQX0iXgg0ZJ1HpeLlDcfwcsvgHZte7Jxsgwel4voqw+Q9OIdKA4Hph1bwqRDi5J3crJAko+USPIhqjK/OWsRtPWI4IMUBY9Tm2EzpLvE84fuO4vXM1aWKxyq6WCNtjc9oe1sJ+RMZqn+n+HVegQKM7IEHq+/ejZcl/wu8fyykJ+ShszgCCioqkC3vkvJ+yWCGUk+UiLJ59d2/f0TbH94Fo+C34CmaXg41MeMtoMwsFH7yg4N2ZHRuGrfUWTnUg1bC/T+4iXVl2ZeQjK+HLyANP/P4Kgow6JXO1j26QCOovSvYVMDPuPt/A2Iu/e05A5L08EadRdPhsOEQVLPL6mcmHi8W7QJX8/eKikzpGFrgVpzx8Hlj1GVFld1QpKPlEjy+XUtubIba28LvquY3mYgdg79U84R8Xu/ahfeL9vOOK6912GYdhBeZ6wipb0PQvCuE4h/+BI0j4aRRyM4Tx8Ogyb8L+qjbz5C8K6TyAgMAUdFGSZtm8lkebEkcmMTcLflUGRHRAs87jxzFNy3LZVzVNVPTUo+5H6XkJu7H18KTTwAsOvxeZzzuy/HiMpjamb3Qw7LcbIWuu8sbrn1RejeM8gMjkBWaCTCj1zCnaaD8HG9Z8m4oO1H8bjnVMTefIzsyBhkBkcg1PMMbjfsh5DdJ+Uet//SrUITDwAEbz+G5NfsurwSNQNJPoTc7Hx0jnHMDhZjKpKKEbuX6KpG8t80mOwbAN+py4U+Eny3aBNi7vgg/vEr+M0WXGKH5vHgO30lEp+LXnEnS4UZWYg8dYNxXOjeM3KIhqgqyD4fQm58Qpk7WD79EgCapmW6QkgcdqP6IHDNHpG10dTMjGDasaUcoyoWtP2YyHdRABC09QgUVFVE13ajaQRtOwqjFg1LPuLm5uHrudvIDAqHopYGrAZ0hraTrUzizoqIYrW5NvlVADJCImR2XaJqI8mHkFhOQR5OvLoNr8++4NE0Wti5YmyLHtDX0JF4zsp4B1matrMd7Eb1QfjRy0LHuC6fIfV+H0mwqVQdd/cpKCXm/61jb3mX/Hv48Svwm7kGBanpJZ/5/7UZ1gO7oPmhdXzVCyShqM6u0GhaQBCuO3eBbn0X1Fk0GbbDerI770Mw0j+GQlFdDSbtmrGOtyAtA2GHL+LbhbvgZuVAu5Y9HCcPhkm75qzOJ6RDkg8hkadf/NF3z0IkZf0sqnj+zQP8fc0Tx8YuR/+G7cqd08a5Ia74e5f7vDQ1ZRWZxyqupvtWgaOkiLDDl0AX/ewCqqihjnorZ8JpylCJ5uUVFiIvPhkK6qoSNcQr3ZFU6Bgej9U43vcx3y574fnoheXvlGgaX8/dRmFmNtrd2i92rKVpOdpAx9UZ6R+CmQejOAk9Gz4POVFxqDN/otBxqf6f8Xr6iuJ6bd8p6WjBadpw1F81CxwF4X16UgM+42GXiXztIlLffULk6RuwG90XzQ+tI0vAKxj56RJi+5oShx675vElnh9yCvIw9MDfeBVRvq7X2OY9GOfOKcjDnY+iW2lXNAVlZTTbvwa9w7zg9u981Fk0GU32rEC/GB/UnjtO7PkK0jLwduEGXDJrhctWbXDBoBm82oxE9I1HYs2j7+7KOEavYR0YsBj3Y8z7ZdtEPqKLve2DhCfSr0yts2CC2Of4L96MbCHVoNMCQ+DVZiRf4gGAwvRMfFy3Fy/GLRY6b1FePh51nyy0T1H40cv4+D9PgccI2SHJhxDbf48vID1X8CZGACgs4mKTV/kVVUU85t/IAeDGh6cSxyZLGtbmqDN/ItzWzYPTlKFi1Wb7IT8lDfdaDcenf/cjP/lnsk7w9sXjnlMQtEN02/DSnKcztxRwmjYcTixaDzhNG47Ud5+Q9p75biT86BVW8YliN6ov6q2cCYjxLo8uKkKop+BFCP6LN6EwPVPouRHHriDppeB3jJGnbzCuagzacbykJh1RMUjyIcR2/u1DxjGX3j0ul2wKioT3a+Ebx2U3rjrwX7wZ6YEhQo+/mb0WWeHfWM1l2acjHCYK3yRq1b8zHMYPgN3I3rAWUYHBdmRvWA/uhryEZFbXzWc5jkm9v6ej56ebcJkzFnoN67A6J/1D+Z9dbmwCYm48Zjz3yz7BfY2irz9iPDcvLhHJrz8wjiMkR5IPIbaMXMHVe0srLOIir7CA77OGVs6s5m9k7SJRXFVNYUYWYzsCmscTa4lxU89VaLZ/NXTr//wZabvYofG2JfA4uxUUhwOKw4HHyU1ovONvaNf6WdBSp44jmvy3HC2O/guKoqDGsjMs23FsaLvYo/HmxXDfwW5DqUKZthEAkB0Zw7jqDwCywqMEfl6UXyDw87J4LMcRkpHJggOKoroC2AZAAcB+mqb/J4t5iarJ2cQKiVmpIsdY6BpBQ4V/lVMtU1u0c26Mh8F+Qs/TVtXAiCZdZBJnZUv/HMZXmFQYcX7DpigKDhMGwWHCIOQnp4KmaagY6JVbmk5xOHCZMRIuM0YW3+FQFFTL7GHSresEfXdXpDBc32H8ANbxsWXQtD7UzIwYu7pa9OlQ7jMlXS0BI8tT1tUW+LmeWy3EXBd9985RUqqRnXSrEqnvfCiKUgCwC0A3AHUADKMoit09NVEtTW7Vl3HMJI8+Aj/fM3whjLUEb9BU5Cjg4Kgl0FSVbmlvVcFhseQZKG5PIAkVAz2oGuoz7olSNTYol3h+cFs3D5SIenLWg7tBvzHzAgZxcZSU4DJrtMgxmvZWsB7QudznOrUc+Lq7CmMzVPCjR8fJQ0CJWAkHAJb9O0HV2IDxGoTkZPHYrSmAUJqmw2iaLgBwGoDgbx6iRhjWpDM6uAgvL+Vq7oDZHQQvR3Y2scbLhQcwvmUvqCkVL6umKApd6zTHg9m7MKAKFBeVFd36LqweWZl3ay2HaAQz7dgSrS/vgoaNBd/nHGUlOP0+DC2O/Vth1669YBIcJwtusqZhY4G2t/YJ3U9Vd6noytw6rs6w7NdJ8NxWZmi4aaHQczVsLNBo0yKR8xPSk7qwKEVRAwF0pWl64vc/jwLQjKbpGcLOIYVFq7+8wnwsuvQfDj6/hsy84kdLKorKGNK4I7YMmsVqo2l2fi7iM1Kgq64p1cbUquzjek+8W7RJ6HFlfV30Cb8v0Uo6WaJ5PMTe8UFGUDiUtDRg0buD0LslWUt6FYAvnmeQERQORU11WA/sApthPRk3p4bsPok3c/+Horx8vs/1G9dF66u7RTa5A4CoK14I/N8+JL94BwBQ1FSH7YheqLd8BtTMjKX7S1WQmlRYVBbJZxCALmWST1Oapv8oM24ygMkAYG1t3TgyMlKq6xJVQ1ZeDl5FfASP5sHNyhmGmuJvnqzJaB4Pz8cuQsSx8suVlXS10fbGXhi1bFQJkdUM+cmpCDt8CemBIVBQV4NVv05iVxvPiY4HNzsH6hYmUldzqGgk+ZSegKJaAPiHpuku3/+8GABoml4n7Bxy50P8amLvPkHIntNIDwyBoroaLPt1hOPkIaxbWRMEULOSjyxWu/kCcKIoyg5ANIChAJh3uRHEL8SscyuYdW5V2WEQRJUhdfKhaZpLUdQMAHdQvNT6IE3T5WurEJUiMTMVX1PioauuCQcjy8oOhyAIAoCM9vnQNH0TwE1ZzEXIxue4CCy5sgdXA3zA/V5pwN2mNpZ2G4d2zo1x/NUtvPkaBCUFRXR3bYkerh7gkEKKBEHICWmjXQO9jw5Fm83TkJqTUe4YBQrKikrI5/Lv3nYxscG1aRvgZGwtrzAJghATeedDVGnTT28UmHgAgAZdLvEAQFB8JDptm4mApSegraZR0SFWmIzcbBx+fh0nfO8gKSsdVnrGGN+yF4Y07ggVJeXKDo8giO9I8qlhPsaGwyf0nUTnRqbE4ejLm5jRVnjxyqosPCkGHbbOQHjyzzL8YUnReBzyFv89voA7M7dBR61y99MQBFGMPOSvYQJjwqQ6/5TvXRlFIn8DPBfxJZ7SXkYEYsoJUnKQIKoKcudTSUITvuHoy1uIy0iGqbYBRjfrBkdjK6nnVZXy0VKakD49selJiEpNgIGGDuyNLASOqUyPgv3w9pvo3jTn3z5EVGoCLPWq5u51gviVkOQjZ9wiLqaf3oh9T6+g9GKP1bcOYaJHb/w3dD4UFST/z9LOuTG0VTWQkcfc9kAQOwNzvj+/+xaMJVf34HbgC/Do4jL2zWzrYnmPCejm2lLiOGXtdiBz99MiXhHufXqFcS17yiEigiBEIY/d5Gzehe3wfHIZZVcZ0jSNfU+uYO75bVLNr6mqjmltJC+BP6nVz5qwryIC8dumqbj54VlJ4gGKH2H1/O9PnHh1W6pYZYnLsksql1dzGtURRHVGko8cJWSkYI/PJZFj9j65jPgM6TpHruo1GUPdBVf0VeAILyXfpU5z9KznUfLnqSfXIytfcD8aHs3DtFMbkJXH3K9GHtytmUvsA8V7nQiCqHwk+cjRhbcPUcAV3Re+gFuICyzaVIuiqKCIUxNWwWfeHoxp3h2/ObqhV71WODFuBQKWHEOn2k35esCoK6tiepuBuDx1fUlyehURyPgOJSMvGyeryAKF/g3bwkRbdBXm5nauaGhVM7qkEkR1R975yFFqTiarcSnZgvfoiKuVoxtaObqV+/zuzO0ISfiKt9+CoayghLbOjaCrzt8d8gPLVXMfYr6wjichIwX7nl6BT6g/KABtnBthokdvmVTCVlZUwolxK9Dzvz+RV5hf7riRph4Ojloi9XUIgpANknzkyNbAjNU4O0Nz5kFScjK2FlnN4EejNybqyqrlPrv78SW2PzyLh8F+4NE0WjnURyMrF2x/dI4vMdz++ALLr+/D8THLMci9o/h/iTI61GqCZ/M98b87R3Hp3WMUFnGhoaKGEU26YHHX0bA1qPifK0EQ7JDkI0f93NpAX0Nb5J2Nnro2+ru1lV9QQnSp0wxqSirIFXAXUVoBtxDcIm7JCr0V1/fjnxv7+cZ4ffaF12dfoecPPrAUf3wJwPYhc6WOu6GVC85MXIOcgjyk52ZBX12bVDYgiCqo2rzzuf/ZF8MPLEOLfyei+845OPbyFvILy5eJqcrUlFWxvu90kWPW95sGNQF3E/Kmr6GDCR69GMdteXAaAzwXo4hXhAefX5dLPGzteHQWmrPbQW9uJ7TeNBWnfO+Cx+MxnyiEurIqzHQMSeIhiCqqyhcWLSziYsj+Jbj07nG5Y7VMbXBv5o5qt2nw6IubWHp1L76lxpd8ZqVngtW9p2B08+6VGBm/Am4hhuxfisv+5X/2Ze0c8ie8PvuyGstWP7c2ODtxjcB9T4ExYbjz8QXCkqIRkhCF6LREKCkoomvd5vi9dX9Y65vKLA6CqCpqUmHRKp985pzbiq0PTgs93tDKGW/+Oiqr0OSmiFeEh0F+iM1Ihqm2Ptq7uItcBi2u6LQE7PG+hAtvHyIrPxe1TW0xuVUf9HNrK3brhFYbJ+PplwCRY2qb2iI+M0VmiyV+WN17CpZ0G1fy5/iMZIw89I/Qx3hA8fuqs5PWoGc90ryNqFlI8pES2+STnpsFi8W9kJ2fK3Kc16wd6FCriazCq/aefvFHj13zkC6gVE6fBq1xbtJaKIlRRcF8UU/EpicxjtNT1xZaTVtSFrpGiFh9CYoKisjOz0Wz9RMQGMu8Ek9NSQUfl58iiwyIGqUmJZ8q/c7n/mdfxsQDAFcDfOQQTfWQlZeDPrsXCEw8AHDF3xsrbxwQa05FlndkHg71xZqXjei0RATFfwVQ/LiSTeIBgNzCfOzxFr2hlyCIylOlk08eywUFTCuyqoqAqBDseHgWOx6ehX9USIVc49jLW0jOThc5Zo/PJbEWa3Su3ZRxTGunhpjdfgjrOcXx4+78yAvxmuXeDHxWEeEQBCEDVXqpdT0LB1bj6ls4VnAk0olMjsXoIyvhHfKW7/PfHN1wbOxy2LDc/8PGnU8vGcckZaXB7+tntGS4U3n2JQA+oe+gqaoODsXhq+9W1uz2Q9DOuTFs9E0RmRIndtzCaKmqIzIlDrXNbBHD4tFfaQVcUseNIKqqKp58HOHhUF/ky24NFTWMatZNjlGJJykrDW23TENEcmy5Yz6h79Bm8+/wXXQIRlp6Mrket4htgU3h44LiIjHs4N+M5XV+WNxlDPq5tcWN909lmngAIDMvBz3/mwczHUOoiblsuhEppUMQVVaVfuwGALuHLYCeurbAYxyKg93DFsitO+WDz68x6fhaDNi7CPPOb8On2HDGc3Y9Oi8w8fwQmRKHXY/PyyzGZnZ1GceoKamgnrngu8qYtES02zqddeIBgMz84vYN4j4WAwAjTV1QoBjHxaYnISxJcKM4Yaa16S92PARByEeVTz71LBzxbL4nBjXqwLdCy8OhPm5M3ySXu57U7Ay02fw7Omybgf1Pr+Liu0fYfP8U6qwchumnNpRrj1Da4Rc3GOc/9Jx5DFuTPPpAWVFJ5JhhTTpDT0NwQt/64DSrlW2leT65gsTMVLHPA4Ccwnx4z9uN/m5tWS1sKF0QVZR5HYcLrGtHEETVUKUfu/1Qy9QWZyetQXJWOqLSEqCnriXXTYSD9v1V7n3ND/95X4CRli7+6TlJ4PHotETG+dmMESU7PxfHXt7C0Ze3EJueBCs9E4QlRQtMinXN7LGh/wyhc0ly91LALcSld49hpmMo9rkUKLRydENT27rovnMO7geJXoJP0zRqmdjgc3ykwONuls6Y02GoxJt1M/Oycea1FyJT4qCvoY3BjTvAQrd6bWImiOqgWiSfHww0dWCgqSPXa74M/8D4hbjtwVks6DxKYJFNYy09xuRiLMX7nrj0ZHTYNgMfBTwC1FRRR05BHng0Dyba+pjYsjf+7DSiXAXrH3g8HhIyUyWKIyUnAzYS/EJAAZh28l9cfPcI8ZkprM7pVLspTk5YiTsfX4JbxEVj61qoY2YHFUVlmOoYiB3DD9senMHSq3v5ehgtuLgTEz16Y/uQeWLtjSos4uLSu0c46XsXKdnFP5vxLXuhnUtjieMjiJqkWiWfynD+DXNvnbTcTNz79AqdazfF6ddeuBrgg9zCfNQzd0APVw94Prks8vzRUjw6HHFoucDEAwBZ+Tlo59wI5yatg566FmNlAw6HA2MtPYkS0L93j0u0wTQzPwe7fS6KdY6KkjIaWrnItDePp89lzD63pdznXF4R9vhcQmERF/tZtmSIS09G152z+ZbT+wA4/uo2+jZogzMTVzM+GiWImo4kHwYZedmsxn2KjcCMMxsRlZpQ8tmdjy8AAJoqasgSslnWRFsfM9sNlii2gKgQPGC4K3sY/AZxGcms7xiNNMVPPhRFybyygShjm/eQ6XyFRVwsv75P5JiDz69jcdcxcDCyZJyvv+ciofu4Lvs/xp8XtmP7kHkSxUoQNUWVX3BQ2ZxNrFiN23z/JF/iKS0rP1fgijxnYyvcn7UT5rpGEsV2+3tyYx73nNW40IRvrCsIlMZUoslM24DFejZ2HI0sUdfcXkazFbv36RXiGFqX0zSN4y9vM871JPQdnoe9Fzlm/9OrSJVxDTyCqG5I8mEwull3qCiK3l9iqWuMxKw0kWMElbtJyk5nXcVBENZ7eliM+xwXAY+NkyWORZTYjGTIooKgqqIyrk/bKIOZ+CWwfNd09s193Pn4QmSyveLPXOoptzAfd1lsBiaImowkHwZGWnpY22eq0OMqisoSrfICittl99u7ENwiyXbiN7GtzW6cTR2Rx7+mxKHtlmmsH7epMiTjitDSvj4C/j4OF1Nbmc9trsPuzvNjbDi67piNhmtH41tKvMAxbEs9VZeSUARRUUjyYWFux+E4NHop7A0t+D5vYV8P92fvgLKi5K/OvqXGC+xVxEbHWk3hZCz6saCLiQ3a1xJdBPffu8cRn8Hut38AyOfKv4lfS/t6Itt+S6NDLXfoCVkBKIh/VAi67JiFAm5huWOuLB8JugrZ5EsQvwqSfFga26InQleex/P5+3Fj+mYELjuFZ/P3wcOhAeqY2Uk198NgP4nOoygKJ8atgLaqhsDjOmqaOD7uH3CLuHj3LRi+ER+RWWYBRRGvCMde3hLruvJvwgFceCt61WF8RjKu+Hvjir83EsRIpEDxPqUCMe8+P8VFCIxpRNMu0FRRF3muu01tuNuwu2sliJqKrHYTA0VRaG7vWu7zKa36Yd+TKxLPK01PpSa2dfBy4QGsu30UZ9/cR15hPlSVVDCkcQcs7DwKVwJ80HfPgpK9Rpoq6hjZtAvW9vkdehrayMjNZr2iDwDcrWvh9dfPEscrKWGrBVOzM/DH2U0453e/JIEoKyphUKP22DF4ntBKDqVd9vdm1bqjrNOv72FYk858n2mpamD3sPkYc2SVwEKsWqrq2D1sgdjXIoiahiQfGWhsUwt/tB2EHY/OSXS+tH1wapna4sjYZdg7YiHScrKgq64JFUVljD68Asdf8a/QysrPwR6fS3gaFgCfeXsRmhgFDkWBxyIBulvXwrVpG2H/9wC5v7OoZWpT7rOsvBy02DAJQWWqHRRwC3Hi1R0ExoTDZ94eaKqKvhP5KmExVGE9k0Y26wYDDR2svHkQL8I/AAAUOAro4doSq3pNRn1LJ4muRxA1CUk+MrJ9yDw4GFli8/1TJV9myopKMNLUFVnhwFhLD4MadZBJDKpKKjDVUQEA3PrwrFziKe199BfMPbcN597eZ5V4+jZojbPfO6CObNZVqjs9SUxu1afcZ0uv7imXeEp7FxUMzyeXMbfjcJFzG2hIVjWj7DvA0rq5tkQ315YIT4pBcnY6LHWNpaq+QBA1TZVuo10d8Xg8vP0WjNzCPLiY2KCIx0PrzVMRkvCt3FhNFXXcmL4JrZ0aAiiu3JyclQ4zHUOhm0Iz87KhrKAEFYb2An33LMAVf2+RY5QUFFHI4l2HrYEZ3v51tKQsT1ZeDrrunC2y1YUsdanTHNenbYRimfI2qn/8hnwBL/1LczSyxPbBc8HlFcHdprbAlYkp2emwXNxb7Lu5p396MvZEIghZqklttKW686EoagOAXgAKAHwBMI6madEbXmo4DoeDxja1+D57sWA/djw8h/3PriIqNQFaquoY5t4ZczsMg4upDR4Hv8HKmwdLqhUochTQu/5vWNFzElwtHJBbkIftD89ij88lRCTHgkNx0KVOM8zrOBwdajURGEdgDPNmUTaJx1hLD/dn7eSrB6epqqYVUpoAACAASURBVI77s3bihO8d7HtyBSEJ35CWk4kiEc3mympp74qI5LiSBnFOxlZQVlDEp7hIvncltU1tsXngrHKJ51VEIGPiAYDQxCh03zUXQPHPtX/Dttg+eC5MtH/ehehr6GBmu8FYf/cY6/hHNO1CEg9BSEGqOx+KojoDeEDTNJeiqPUAQNP0QqbzavKdDxNuEZfvi/Tyu8cYtO8vgc3dtFU1cGPaZiy4vFPgrnmKorBryJ/4vc2AcscarB6JgOhQqeN1MbGG99w9MNbWFznu76t7sfrWIdbzBq84CwdDS8RmJIECBe+Qdxh5eDmKeOUTmKGmLrzn7kbtUqsKDz67hgnH1rD/i5TibGyN5wv2Qb/U4zYej4c/L27H9ofnUCSi0Z6umhamtxmAFb0mQYFFCwiCkKWadOcjs8duFEX1AzCQpukRTGN/5eRTWl5hPiwW90KKiFIrxpp6SMgSvvmTQ3GKv8jL1Bxbfm0fVt48IJM49dW14fPnXpFLytNzs9Bq4xR8iPnCOF9rp4Z4PHd3yZ9j0hJhs6SvyO6qZc855XsXww8uY/k3KK93vd/QvpY7bPRN0aOeR0nF6ui0BBx/eRsx6Ukw1TbAiKZdkJ2fi8DYcKgrq6KtcyOB1csJQh5I8hE0EUVdA3CGpunjTGNJ8il29MVNjDmyUup55nUcjo0DZvJ9FpOWiDorhwldkQVArArWtgZm+LLygsjK2CnZ6VhwcScOPb8hcJkxUNxF9eGcXWhmV7xknaZp1P5nCIISvjLGELjsVEkCTMlOh9mingI3eorLVNsAG/rPwMgq3I6dIICalXwYN5lSFOVFUdQHAf/0KTVmCQAugBMi5plMUdRriqJeJyZK1zytphBW+VhcL8MDy31mrmuEfg3aCD1n88BZ+KfHRNbXiEiOxa1A0QVK9TV0sH/UEiT+ewvjWvSEhrIa3/FGVi64P3tnSeIBiot6skk8AP/PS19DB5M8yq+Ak0RcRjJGHV6BU753ZTIfQRDMGJMPTdMdaZp2FfDPFQCgKGoMgJ4ARtAibqNomvakadqdpml3IyPJqjjXNKoMK9bYUih1N5KQkYL/3TmKhmtGiWzh7R8VgpYO9dFEjJ32Xp99WY3T19RBS/t60Fbjr7yQkJVabtXfERZtxn9QKdMDZ/PAWegrIsGKa9Hl/8AT8M6JIAjZk3a1W1cACwG0oWk6h2k8wa9Xvd+w9vYRqefp+H3F2x7vi5h1bgurR1FHXtwUu2W2sEdpZe16dB4zzpSvPh2VmoAxR1aisIiLCR69AQCx6aJbGfygqqSM9i78TxuUFZVwaep6PAr2w4Gn1xCZEgcDDR1wKAoX3z1iNW9pX1PicD/IF51qNxP7XIIgxCPtJtOdAFQA3KMoCgBe0DQtvAQ0wae5vSs8HOqL3C/DVM5GXVkVk1r1wRV/b/x+6t+KCLOEI4tGatn5ufjrym6RY2af24pe9VrBWFsfZiw3Xg5u1EFo+++2zo3R1vlne+qYtEQ8CnkjciGHMFGp5JEwQciDVIVFaZp2pGnaiqZpt+//kMQjpvOT1qG+haPAY51qN8XDObswpHFHgcfVlFRwbtJamGgbYM2twxUYZbGZZzfjt41T8CT0ndAx597cZ6wVl5WfA5ulffHnhe0Y0aQr43X1NbThOWIx6zjNdY1we8ZWiVpdGGvpiX0OQRDiIxUOqoACbiHOv3mA469uIykrHdb6Jhjfshe61mkODocDmqZx2f8x9nhfQkB0KCgU9xmy1jNBA0sndKnTDK03/y7XmEc17YZdw/6EVpmK2iuu78c/N/aznmdgw3ZIzcnEfSHtwBU4HHjN3IG2Lo0FHhclv7AA597cx71PvkjLzcC1gCciK3KbaOvj29qrJcuucwrysP/JFex7ehWhiVHQUdPA4EYdMKv9EFbttAlC1mrSajeSfKqRlOx09Nu7CN4hb/k+Z1sYVNYaWbng0tT1uOLvjQ8xYVBTUkERXYSdj86LNc+tGVtw6Pl1nH/zkO+9koWuETxHLEZ315YyiXf80dU49Py60OO7hv6JaW0GAijet9Rx2x94Hfmp3DgtVXVcn/azLBJByAtJPlIiyUcybTf/jsdlEk9lU+AolKsIQEG8nj+jmnXD0bHLEZ4Ugyv+3sgpyENdc3v0rOch0yoChUVcTD+9AQefXeeLWV1ZFSt6TsKfnX7ujx53dBUOPxe+Es9QUxdf11yGGtlwSshRTUo+pKp1FfKjArKFrlG59xVPQt9VucQDQGApGnF/nQlPigEA2BmaY3aHoTKISjAlBUV4jliMv7uNxxk/LyRnp8PWwAxD3TtBR02zZFxSVhpO+d4TOVdSVhpOvb6H8S17iRyXkJGCfU+v4FbgcxRwuWhs7YJpbQagnpD3fATxqyDJpwq48/EFVtw4UFK/jUNx0K1uC6zuPQVuVs4AgLN+9yszxAqlz6LhmyxZ6Zvw3eWU9SL8A6tW4Y+C34hMPvc/+6Lf3oXIzPu5C8E38iP2+FzCql6TsbT7ePECJ4gahLTRrmSnfe+h+865fIVDeTQPNz48RatNU/DyezOy1JzMygpRYh1rNYGFLvOG4mHunRnHyBPbR9GixkWnJaDvHv7EU9rf1zxxrgb/QkEQTEjyqUTZ+bmYemq90M2b2fm5mHJyPQDgS2JUhcVxesIqzOs4HCqKsqm48ENeYQH2DF+I73vABKprZo8BjdrJ9LrSamZbF8plqikI0trJTeixvT6XkZUvet/15vunxI6NIGoKknzEEBAVgodBfggV0BhOEqdf3xNZ+BMoLoNz68Mz+H0Nksk1y2piUxtD3Dth44CZ+Lb2Chp+f8wnC3aG5uhZrxUOjFwisBK0u01t3J25rWRpc1VhrK3///bOOzyq4mvA7yQhvdBrQEoIvYbeEuqH9AhSRZTeOwqCgv6sgAKidAQsCIJUQYpSAmhEQJp0QkvoHelJ5vtjNiFls3vTdiGZ93n2ITv3zMy5QO65M+fMObS3Ul02u4c3XaolfUZp7cGdVucJPXOYawYTu2o0GY3n67f+OWXFP1uZsG4ehyKelQuoV7wSn7bpT82i5VI87mEDBd8AftyziSdRqc/ebI7GparF/pzLKxv+uQvxz4UTaTJ2T1MKnTdrtSC4YiDfhq7n8CUVkt2mQiD1E5zdiYyK5Ojls0RLSYk8hXDN4pImeqSEL9sP59DF02aTv7o7u/JTz48sllZ4FGmsKqqRgngaTUZEGx8rfPPHWnp+/3Gi/f2Qk//QYOpANgycQqB/5RSN7Wbw4fo0Kuk6N6nBQTjQo1areG01ipRl6d7fUj1287K1452DyeruxeAGHczKRkZF8unGb5kRsoJLpsqmOTx86FG7JROa97RLOHM2D292jJjFrJCVzN21mlPXwvF29aBDQCOGNugQr7CdOSoUKM6xy+csyuTxzk5eK0X6NJqMij7nY4F7j+6Tf3RLi3v3pfMV4d/3UrZ3/9eZw9SYaL2swaCgV5m+bVmK5rBEDg8fFrw+jpbl68a23X5wD993WnH/8cMUj1sqb2EOjPuefy4cZ/aOVRwxFWILrhjI69Wbxct2HRUdRds5Y1h9IMTsWHX9KrJp8DS7roJSwvYT+wia0t+izDtNu/FRa5WZIjo6mp2nD3Dl7k3yZ81JraLlLfrKNJmTjHTORxsfC8zesZK+Joe/JUKGz6KuBeezJQK/6JcoY0FCsjg64eXqnqJEmdZwEA4s7/0xwRWDYttW/LOVjvPf5WlUZLLHCyxemXUDPmf0qq/NZjrI652DjYOmUt63OACLd2+ky4LxFsf8ot0QhjXslGxdUsPJq+djM2Vnd/emS7X/o1ax8skaY8CPk5gR8rPZa5ULlmDb8Bl4uXqwePdG3l07h7DrEbHX/XMX4tPg/vH+XTSajGR8dMCBBY5eOmtI7tgVY3LmWN7rY/J6W87s/DQqEr9cBdPlTThaRjN02dR4dWxeqVSfHSNm0bp8PcPj+GbNzboBX7Bl6FfM27UmyRQ7l+/eoOlXw3jw5BEAs3eusjr2rJCVhvVILVJKBi2dTIkJHfhs03cs2bOZGSE/U3tyb5p8OZi7Dy0nTY3L151GMbPTW/jnLhTblt3DmxGNOscannk7V9Nlwfh4hgfgxNXztJ0zRhe402RYtPGxgKeLm3UhwNPFPcVz5PLKRrYkSgXEZd/5Yyx+832K5y4Yr71Ijvx898Z4dr/9DWv7TyagUMlk63D+5mU2HgmN11a9SFmmtR9meIw6fhVic7BNsRJCfOnOdRbv3ggQL4gjKU5cPZ8m5bKN8P66eXy1bbnZMzybj+6m8zfvJWu8vvVe4diEpZz6YDlH3vuRiE/WMrntYLxcPXjw5BGjVnyVZF8pJcOXT0vRClSjed7RAQcWaFu5Ph9tWGhRxt3ZlZfL1EzVPHcMvE1HRkfRtExNOlRpzB9hB4m4fY08Xtmp61cRhziVTMvkK0q9L/oSfutqsnQIM6W4iUtWdy8cHRyIMlDds4mpANuBiJOcu3nZqvyi0PW8UikItywuWAs2dnJwtEk49v3HD5m6ZalFmXWHd7H/wonYzBNGEEKYzYK9fN8Wbj+0fHj48t0brD24g1cqPV9noTSa1KJXPhaoVLBE7EM1KfrUbZNkkTOj+OW2np4/l2c2vF09EEJQu1gF2gc0ItC/cjzDA+pszd9vL2BU4y7k8PAxrINPgpLXqs2TFuXqWO3r5epOxyqq5tCjp9bT0gDsPH2A/KNbGlpdtipf1ybO941HQq2eu4K0S3V0+lqEdSHMvxhoNC862vhYYUmP/1GnWAWz1zpXbcLE4IGpniPmPIwlutdqkcjQJEVenxxMfGUQk14ZZCi9jYeLW7yIt7iMbfqGxcwHDsKBtf0mx4ZDl8hTyHCmhMeRTzhx9bxFGQfhwPBGtgk2MLICVXLWDZQRsrp7WhfC/IuBRvOio42PFbJ5eBMyYhYbB03j9erNaFa2Fn3rBvP36AX80P0DnNJgO6hjlcbU90+6WJpfLl+LiTDNMXHTd3T/7kMiblsvCz0o6NV4WZ3jUrVwadb0m2S2wmd+n5yEvjUv3jmn7B4+tA+wnB3AHI5mDKuTgyPzu75D7SSMf1pjpEw4GFupGqFdpQZWS0a4ODnriDdNhkSHWj8nPHzyiJE/T2fRX+tjz9g4OTjSpmIg09uPIK+P5Yi4uFy+c4NCY1tbdVQLIehbN5ivOoy0uqp6EvmUFf9sY+/5Yzg7OdGsbC0KZcvL/vATODk4UsevQmxV04u3r1F7cm/O3rhkWGd3Z1eGN+zEztMHkFJSq2h5+tRtw0s58hkeIy0o9X4Hi4dDXbO4EP7xGnJ4Gt/StESP7z7imz/WJnl9SP0OTE1G4IcmY5ORQq218XnOuPPwP3adPkhUdBQBhUqS38C2WUI+3fgtY1bNsCq3uu8kWlUwv91mifBbVxm09HPWHtoZW8/H08WdHrVa8lnwAFyyOHPpznXeWzuHxX9vig2rtsbhdxdTJn/RZOuTlmw++hfNvx6RpOGe9MqgZK9CLfH46RPe+PZ/LNmTuH7QmzVbMKfL6DRZXWsyBtr4pBJtfNIXa1U4Y1ja80PaBzQyNOalO9eZvnUZC0PXxabAMcf/la7BugGfx24n3Xt0nwZTB5otR52QMx+uoHCO/Ib0SU+2Ht/LqBXT2Xv+WGxb4Rz5GPfym/Qw4J9LCYciTvFt6K9cuXeT/D45eaNmc0rmLZwuc2leXDKS8dGvVC8gf505zMyQFRyKOI2bswutytele62W5PTMCoCXwXNHRuWOXz5H/akDLBqdGDYeCWXV/u20rdxAzeHqQddqTa0an0oF/Z8LwwNQv0QAe8YsZP+FE5y9cYkcHj7ULlbecMBHSihXwI9JbQel2/gazfOGDjh4wRj60xRqTOzJotD17LtwnF2nD/L2yq8pMaE9oWGq8Fw704PfEjk8fBJllU6K9vPGGjI8MczdtSbe9241m5PHSgLNtxp3NTy+rahY0J82FQOpW7xiuhoejSYzon+jXiBmhaxg2lbzhyBv3r9L8xnDuXX/LvWKV6K2lTxkQxt0MJSsc/uJfRyMOJUsPU8lKHzn4+bJhoFTzaYREkLwcet+dKzaOFlzaDSaFxu97faCIKW0Wvny5v27LAxdx7CGnVjVdyItZ4wk1FSGOy4Dg9ox9uU3Dc0bcmp/snX1dk28nVexoD+nPljO4r83svbgTh5FPqF8AT/61g3GL0HKII1Gk/HRxucF4cSV85w0UEH1l0O7GNawEzk9s/LHqLlsPrqbH/ds4vaD/yiSMx+9are2WosmtTTwN+8P9XBxo1edNvSq0yZd59ekgo8+gnHj1M/HjkGJEvbVRxMPZxAIMQSoCFQCSgNZgF5IOS9FgwpRCxgH1ABcgVPAN8B0pDRfTEyIFsBIkw6OwL/ADKRcZHRabXxeEB5HGktbE1dOCEGT0tVpUtpyiiBL1PVL/gHPluWtp+TRPIdICfPngxDq57lzYfJke2uliYOXcpVMNX29AlwGUr51IERr4GfgEbAUuAm0BKYAtYFXzfQZCEwHbgDfA0+AdsBChCiHlCONTK19Pi8IRXMWMJQ9u6Kv8YSXRgjyD6BcgWKG5d2dXanyUqk01UFjIzZtgjNnoFs3yJMHFi2CJ8ZeejS24T+IBpoB+ZEyL2qFkjKE8AbmAlFAEFL2QMpRqFXVn0A7hOiYoE9hYDLKSFVBygFIOQwoD5wGRiCEoUzL2vi8IHi6utO1elOrcn3rBqf53Et7fGi15lAMb9RojofBUhTmiIqOSlUVVU0qmDtX/dmrF3TpAtevw8okailFRcGsWVC7Nvj4gJsb+PlBz55w8mTKZN94Q626zp5NPN+2berahAnx24OCVPuTJ/DBB2qb0MVFjQVw5w5MmgQNGoCvLzg7Q65c0KoVhMYvIxKPY8ege3coXFiNlzs31K0LM2eq67dugbs7FCumVonmaNFC6bZ3b9LzJJPHIJHyV6Q0nj4kadoBuYAlSPns4KWUj1DbcAD9EvTpDrgAXyHl2Th9bgEfm771NTK5Nj4vEP9r2YdSFg4ejm/eg7LJWKUYpVS+Iuwds5DR//e6xbNBpfMV4X+teqdojr3njtFx3jjcBgfiObQ+BUa3ZMIvc7n9wHLJAU0aceUKrFkD/v5Qqxa8aQpImTMnseyTJ9C0KfTrBxcuQOfOMHgwBAQoY7VrV8pkU0PbtjBjhtJ96FAoV061Hz0KY8eCgwM0bw7Dh0PjxrBlizImGzYkHmvdOqhcWa38ypRRfdq2VUZ04kQlky0bdOwIYWHw22+JxwgPV2MHBKjP80nMmQwzfwmEAA+AWggRNyzWUp9fE8hYRPt8XiByePqwY8RsPlg/n0Wh62OzK1f09Wdk4850qWZ9ZZRS8mfNxSdt+vNJm/78+PcmJm/+gX0XjgOQ1c2LzlWbUL1IGTYe+YvyBfySlSZn1f7tdJg/Ll7BuIt3rvH+uvks27eF7cNnxh6g1aQTCxbA06fPVgxly6oH8NatcOqUWqnEMGGCeuC2bAnLlqmVQQyPH8PduymTTQ3nzsHhw5AzZ/z2UqXg4sXE7eHhUK0aDBumjGMM168rAxkZqQxUYGDifjH076/+3mbPVgYtLvPmKWPVp0/89qlT4fZt4/dVsSK0SbcAnZhokhOJrkgZiRBngDJAUeCogT6XEOI+4IsQ7kj5wOLsUkqbfwICAqQmdTx4/FAeu3RWnrtxyW46XLh5Rf57MUwOWjJZegwJkvStHvupM6m3PBR+yuoYt+7fTdQ34afLN+/Z4G4yMdHRUhYrJqWDg5Th4c/av/xSSpDy7beftUVGSunjI6Wbm5QREZbHTY6slFJ266bmO3Mm8bWtW9W18ePjtwcGqvZVq6yPn5BBg1Tfc+eetU2erNoGDzY2RpUqUjo5SXkpzu9hZKSUvr5SenlJee9efPmXXlLjG/106xavO7BHxn2ewgSTbE9p8Pkbp+8JU1+/JK7vMl2vGaftianNKYk+Eabr+azNr7fdXlDcnF0pkfclCmXPazcdfLPl5t01s5m+bVkiP83O0weo90U/jlvIEA2qoqk1H8+yfVu4ds9avVNNitmyBU6fVm/vBQo8a+/cWflIFi5UqyJQvpA7d6B8echvJR1ScmRTS7VqSV/btQvat4eCBdXKSwj1mT5dXY+IU9Qvxg/08svG5u3fX62Svonj91+/Xq2QXnsNPBOUKjl7NjmmR/3d24+YCo7JSQBquI82PpoUs+XYHlbs35bk9VsP7vLeL2Z8BnH4M+yQ1XmeRD6N3eLTpAMxfp2YLbcYcuRQ22VXrsDq1aotZssorpFKiuTIppa8SbyErVwJ9eopP05AAAwcCO++C+PHP9tSe/z4mXxyde7YUfl/5s6FmHLzs2erPxNuuT1/3DH9mVR9EO8EcsnpY3U/Vft8Mjl3H97n2JWzZHF0olz+YslK3z8vQQ43c6zcv50b/91Jsv6NgzD2/uNggzLamZJr12DVKvVzp07qY445c6BdO8hq8r1FGCgBnhxZUEEBoFYSCbHmJ0nq/8e776rV2549yv8Tlz59YPv2+G1xdY4JWrCEm5sy2lOmqFD1smVVoEH16lDBzBm558vncxyoAvgD8UPyhHACigCRQFiCPjlNff5M0Ccf4AGEW/X3kEbGRwgxEpgE5JJSGs9AqbEbt+7fZczqmXy/e0PstleBrLkYGPQqbzV+zVAizTM3LlqVeRoVSfjtq0kan4Ylq/Djnk0Wx/B0cad64bJW59KkgJizPAEB6kFnjjVrVNDAmTNQsqR6QB88qBz5lrbTkiMLagUBKiouboADKOOREk6dUhFrCQ1PdDTs3JlYvkYNWL4cfv01fiCCJfr1U0Zl9mxlcMwFGsQwdaoKjjBKt27paXy2AF2ApkDC3F31AHcgBCkfJ+hT29TnzwR9Xo4jY5VUb7sJIQoCjYHzqR1LYxtuP7hHvS/6MXvHynj+lojb1xizagavL3ofaaDOUzZ3L0PzWZLrXLUJuTwTl+iOyxs1m+Ht5mFoLk0ymWfKyDJjhvrZ3KdPH+V/mDcPHB2Vn+PhQ+jbN/6WFShDds1Uuj05svDMbxNz3iiGQ4dg2rSU3V/hwuos0cU4L0pSwvvvw5EjieW7dQNvb3WeJyQk8fXw8MRtxYtDw4bwyy/qPFPWrNChg3l97OHzEcIHIUqaViZxWQ5cBzoiRJU48q7Ah6ZvMxP0WQA8BgaaDpzG9MkGvGP6NsuIWmnh85kCvEXynFIaO/LZpu84fPF0ktd/2L2RjUcsHMAz0bGK9UzUtYqWsxgU4ebsyup+E8nqZt5ABflXZmLwQCKjIrl27xYPDVZF1Rhg2zY4flxtL1ly2Pfooba1FixQW2Ljx6uH7dq16lzQgAEwerQ6mFqggPKvxJAc2dat1YP8xx+Vn2bUKPUQr1oVmjVL2T0OGwb37kGlSsoQDhmixps0SfmzEpIzJyxerAxn/frqoOg77yhfUb166myQOWICD65cga5d1QHU9EKI0QixECEWAjHLojdj24TomaBHMCpU+pN4rVLeBXqhcrNtQ4h5CDER2A/URBmnpQn6nAFGAdmBPQjxNUJMAQ4CxYDPkTLhisgsqdp2E0K0AiKklAeElT15IURvoDdAoUKFUjOtJhVERkUyf9daq3KzdqykaRnLWTI6BDTi4w2LOH7F/DaCg3BgnIHs2TWLluPguO+ZEfIzP+39nXuPHlA8ty+967ShQYkqjF0zi4V/rufWg7s4OTjSsnwd3m7SlepF9FZcqohZYfRM+KxKQOHC0KgRbN6sjEhwsPJrzJoF336rtu6kVNtqwcFQJ05uP2dn47KurvD77zBypJrr77+VD2XxYsieHX76Kfn32KePinCbOlXN7eamDMiCBfDzz+p+EtK8udrm++wzpc+mTWpLsGRJGDPG/DytWinDdf26LQINmgIJDiBRy/SJwViSUSlXIUQgMBZoy7PEosOBL81ugUg5HSHOohKLvo5axBwBxpGMxKJWy2gLIX4DzL26jkUts5pIKe8IpUwVIz4fXUbbfly6c538o1tYlfPL5cvJD5Zblbtw8wqtZo5if3j8M2fuzq7M7PQWr9dI4RsrEH7rKnUm9+bczcuJrmVxdGJZr49pXaFeisfXaNKMsDDlp6pdG3bsSLdpMlUZbSllI3PtQohyqGiImFWPL7BPCFFNSpn4aaF5LnAzUEAOlPGwxI3/7rDgz18IPXOYEnkKUd+/Mg+fPiYyOoryBfx4vUYzfNw8LY5hjQFLJpk1PKACGbounEDEJ2vxctX+II2dmTxZregGDrS3Ji8MKd52k1IeAnLHfE/OykdjP7K6exHkX5ltJ/ZZlAuumHBV/4xle3+n26IPePg0vgM5l2c2VvebSM2iBkJUrXDuxiV+OWQ579e9Rw/4/q8N9Atsm+r5NJpkc/682hI8eVJt41WoAK8mrkCgMY8+ZJoJGdX4NYvXfdw8qedXiXfXzGbw0s+ZvvUnbt1XZ8ZCww7T+Zv3EhkegGv/3aLZV8OJuH011TruPX+MaBltVW73OTMRSxqNLQgLUz6gJUtUdogVK56dVdJYJc0OmUopC6fVWJr0pVnZWkzvMIIhP01J9IDP6uZFmfxFaDgt/vbB2yu/5pM2/Qk5+Q+R0eaLGwLcfniPmdtX8GFrQ1nVk8TJwTFN5TSaNCcoKOlyChqr6AwHmZSBQa/SvGxtZu9YyZ5zR3FydKJZmZqsObiD348nDgZ5+PQxQ5dNwdFARoJl+7ak2vjU9auIWxYXsyusuDQplfIqrRqNxn5o45OJKZIzP58GD4j9/mfYIYYsm2KxT5SBrbB7j61m1rBKNg9vutVoxqwdSRQzA17Knteib0qj0Ty/6A1KTSw/7N6YJuP45055Sfm4fN5uCPX9zRfiyuOdnbX9JycrF51Go3l+0L+5mlhu3L9jXcgAveukTS4qd2dXNg6ewJZlmwAABCFJREFUxvJ9W5izcxVh1y/i4+ZBpypN6FWntS4wp9G8wGjjo4mlUPY8huSK5ixA2HXzmYobl6pG+4CGaaZTFkcnOlVtQqeqTdJsTI1GY3/0tpsmlu41zeS6SkDlgiX46+35dK3+Mi5OzrHt3q4eDGvYkbX99FaYRqOxjtX0OumBTq/z/NJv8WdJOvmdHBzZMGgqDUtWBeDavVvsDz+Bo3CkepEyeLi42VJVjSbTkanS62gyF193HEVOz6xM27qUe4+eRa355y7Elx2GxxoegFxe2WisQ501Gk0K0CsfjVn+e/SA9f/+wd2H9/HL7Utg8cpYy1yu0WjSF73y0WR4PF3daR9gNqesRqPRpBodcKDRaDQam6ONj0aj0WhsjjY+Go1Go7E52vhoNBqNxubYJdpNCHENOGfziW1PTiCzFdfT95w50PdsH16SUuaysw5pgl2MT2ZBCLEno4RFGkXfc+ZA37MmtehtN41Go9HYHG18NBqNRmNztPFJX+bYWwE7oO85c6DvWZMqtM9Ho9FoNDZHr3w0Go1GY3O08bERQoiRQggphMhpb13SGyHEJCHEMSHEQSHESiFEhiw5KoRoKoQ4LoQ4JYQYbW99bIEQoqAQYqsQ4qgQ4l8hxBB762QLhBCOQoh/hBC/2FuXjII2PjZACFEQaAyct7cuNmIzUFZKWR44AYyxsz5pjhDCEfgaeBkoDXQSQpS2r1Y2IRIYIaUsBdQABmSS+x4CHLW3EhkJbXxswxTgLSBTONiklJuklJGmr6GArz31SSeqAaeklGFSyifAEqC1nXVKd6SUl6SU+0w/30M9kAvYV6v0RQjhCzQH5tlbl4yENj7pjBCiFRAhpTxgb13sRHfgV3srkQ4UAC7E+R5OBn8IJ0QIURioBPxlX03Snamol8doeyuSkdD1fNIAIcRvQF4zl8YC7wBNbKtR+mPpnqWUq00yY1HbND/YUjcbYa6yXqZY2QIIITyBn4GhUsq79tYnvRBCtACuSin3CiGC7K1PRkIbnzRASmm26poQohxQBDhgqgLqC+wTQlSTUl62oYppTlL3HIMQohvQAmgoM2Y8fzhQMM53X+CinXSxKUKILCjD84OUcoW99UlnagOthBDNAFfAWwjxvZTyNTvr9cKjz/nYECHEWaCKlNLeyQnTFSFEU+ALIFBKec3e+qQHQggnVDBFQyAC+BvoLKX8166KpTNCvUUtAm5KKYfaWx9bYlr5jJRStrC3LhkB7fPRpAdfAV7AZiHEfiHELHsrlNaYAioGAhtRTvefMrrhMVEb6Ao0MP3b7jetCjSaZKFXPhqNRqOxOXrlo9FoNBqbo42PRqPRaGyONj4ajUajsTna+Gg0Go3G5mjjo9FoNBqbo42PRqPRaGyONj4ajUajsTna+Gg0Go3G5vw/DRnlEfi1qY8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HCn9E9ENhehYedpuI2vPGs5qTm5UjVUxN962Gdi17BG0/hpxvsQCKa7zZDu+JBuvmQcXgZ8WD/ORUhO4+JXK+yFM3UH/lLGjaW0HD2hzND6xF461/ITcmAUramlAzMwbN4yHV/zOK8vKh7WwLFQM9fFzviaQnflL9XQThqChDxUBX5Jig7UcZ5wnafgzWA7vKKqwahSQfgqjiFNXVWI1LePQKiU/eFD9WYvjtXlFTXaqYKIpC7T8nwGXOWKQFBIFXUAiay0V6YCiirtyHaYfmJRWoo64+QFFevsj5aB4PX8/dQp2Fk0s+U9LShJLLz1VqFIcD/YZ1+M6znzAQH1bvljqZlmU9uBvjzz3h0SuRxwEg0ec1eEVF4CgoyCq0GoMkH4Ko4iz7dkDS87esxtJcLihFBdAMT5as+nWSQWTFrcSVtDXxYtxiJPr8XMFKcTgw79kWzQ6sQWF6Jqu5Ym554+u52+Dm5EGnjiMcpwxhbFOuaqgP953L8GLsIqn+HqUp6WjBdclU5oFsVwqTDa8CkXc+BFHF2Y8fwPgIqDSaWyTypTpHSQkus8bIIjTkxMTDq/UIvsQDFN/JRF99gAftx0Dd0pTVXAmPfZHiF4iMT1/w7cIdPOw8Hs/HLGRceq1hYy5x/GXp1HFEh/uHoe1izzjWiMVeIIPmbuAokt/xBSHJhyCqOFVDfbS5uU+sytHGrd3BUS7f94ajooyWpzZBr4F0e1h4XC6+nr+Nh10nIjcmQei4tPfByI1NhJoFu7JAZYUfvYxPG/aLHCPOz6UsQ49GaLzjbzTctAgdHx9Hj8Ab0G/syupc5xkjWYwZIXFsNR3ZZEoQ1URhZhbezFuPL/vOMo41aFofRVwucqPjQQFQszCBZe8OcJw8GGpm5fffCJMbm4DwY1eQ8y0OKoZ6sB3RC9zsXHj3mfZzsysDvUZ14bpkKp4MmiXRBlI1CxP0iXgg8g7iplsfpPl/Fm9iikK7OwcYH+2J4v/3VgSu3i3wmMOkwWjmuUriuQWpSZtMSfIhiGqkIDUdlyxaoyg3T+xznaaPQJOdy1iPf/fXZnzacKDc8m02e2tKUzHSx4CE54i+/hDvFm1CemBIyTEFdVUU5TD/XTo+Pg7j1k2EHv922Qs+/Wewfr9CKSqiya5lcJw8hNV4UaJvPCrZZAqahmELNzjPGAmbId2lnrssknykRJIPQUjOd9o/CGFYuiyM+85lcJ7O/Cjow5rdCFi6VaJrlKVd2wE9P/7clJr0KgC50fFQNdZHwD87Ee/1jHEOBTUVNFg7F7VmjxU6JuzwRfjNWoPCjCy+z006toBZJw8keL8GzeVCv0k9OE4eAo0KqPxN0zQoipL5vD+Q5CMlknwIQnLc3Dx495lWXMFZTJoO1ugVclfkFyQ3OweXLFqzXqXGpP6qWXBdOq3c59ycXNx2H4CMT19Yz9VkzwqRlRkKs7IReeoGMj6HQVFDDVYDukj9fqsqqUnJhyzDIIhqJunZWxSk8e++V1BXg5KOFvJihb/8B4CsL18RfuQSOCrKUDM3hvFv7uVaCERffySzxAP8XBXG43IRfe0h0j4EQ1FNFTE3H4uVeADgw4qdcBg/AByl8ospAEBJUwOOkwZLHTNR8UjyIYhqJPr6Q3j3m1HuPUxRTi6KcnJZzfFi3OKSf9ews0SDtXNhO7RHyWdMvXrEpaihhpjb3ng5cSmrFuCi5MYmIvbeM1h0byOj6IjKQpIPQVQTvKIi+P7+D+v6bWxkh0fh2bC54OUXwH5MPwCAurXs9s0oaqqjICUN3r2ngVdYKJM58xOSZTJP9rdYJDx6CZpXvEhA29lOJvMS7JDkQxBVWEFqOgozs6FqbIDYe0+RExVXIdd5++d62AztgcL0TCQ+e8uqRA8btsN74uP6/TJLPAAk3jP0Q35KGl5NWYaoS16gi4pKPjft2BLNDqyBhgyTLyGc1MmHoigrAEcBmALgAfCkaXqbtPMSxK8s/vErfFy3F7F3i9tCK2ppQMfVqcKul5+UitC9p/Fp48GSQqGiqFuZIicmASgSnaCUDfUR78m8L4ktDRsLmHZoIfH53JxcPOgwFqnvPpU7Fuf1DF6tR6L5kf8h7t5TFKZnQdPBCnaj+vAVSiVkQ+rVbhRFmQEwo2n6DUVRWgD8APSlafqjsHPIajeCEC7i9A08Hzmf77dycZi0b47c2ARkfAoDAHBUVcBjKOwJAOrWZsj5ypx4SlAAGL4+NByskf1F8vYNZbU8sRG2w3tJfH7wrhN4PWOlWOcoqKqg3sqZqDN/osTXlRWy2q0UmqZjAcR+//dMiqI+AbAAIDT5EAQhWEFaBl5OWCJx4gFQvNkRKP6tfUw/KKgo493CjYzniZV4AMbEA6A48ZRp9y0JVWMDuG1YUJJ40t4HITsyBsr6OjBs7lZuxZ4wX4T0FBKlKC8f7xZsgLKuNllJJ0MyfedDUZQtgIYAXspyXoL4VYQducR61RqTrC/f8H7ZdlBKiowJgFJQkCrhCaWgAJ3aDkj/ILrtdmnqVmZosG4u6EIu8lPSoWlrAfOebaGgrIz4x6/w9s/1SHn9oWS8pr0VXJdNL1kwIUoOy5JAgnxY9R/sxw+QuD0Cr7AQNI+GgoqyxDHUJDJLPhRFaQK4AGA2TdPlWgBSFDUZwGQAsLa2ltVlCaJGSfELlPmcdCHz6jjDlm5I9KmApmwKHMbEY+jRCPZj+4GblQMtRxuYdWst8As+7sFzPOo2CbwC/sULWWHf8GLsIhSkpousgAAAyvq6yE+WbCl5zrdYJHr7wqRdc7HO+3bpHoK2HUXC4+L+P3puteE0fQQcxg9gfcdWE8nkb05RlBKKE88JmqYvChpD07QnTdPuNE27GxkZyeKyBFHjcJTY/T7otmEBHCYNhmELN+kuSFGwHz8ADTctZh4rgbKJgu/SHA6sB3dDu1v74DhxMGrNHguLnu2E3lm8nrFK5Hz+izcjn2GPks3wnuwCF0LcxOW/ZAt8+s8oSTwAkPruE15NWoqnw+dJVGi1ppA6+VDFdToOAPhE0/Rm6UMiiF+XebfWjGMUNdXhNGUImnmugv34gWJfw3ZUH9iP64+6f01Fz8+30PzAWhg2qQcjj0aShCwxj7Nb0erMVihpaTKOTXjymrEaQlFePsKPXhY5xun3YVA1lfyXX3F6B8U/eonAtXuEHv965ia+7D8ncSzVnSzufDwAjALQnqKod9//kX05V4L4BVj27QgNO0uRYxwmDCz5wlbS0hD7GvqN66L5wXVosGYO38bKFsc3QF2GjdmYxN1lX5suMySS3bhQ0Svr1EwM0d7rELScbFlf+wfdes4waFKf9fjgXSeYx+w8LnYcNYUsVrs9QfGiS4IgpMRRVETb63vxoPN4gaVozLu3gdv6+SV/Nuv6m9gbQoX1xdG0tUSHh0dxt+kg5Celih+8mOK8niH90xfo1HZgHKukzXx3xHacbl0n9Px8CzG3vBF3/znA48GwRUMkPvETmgwoRUU03LiQVQw/JD1jbn2e9j4Y3OwcKGqoizV3TUAqHBCEhFLeBCItIAgcVRWYdfaAij77VtelZYZGgldQCA07SyiqqUKnjiN6fLiOsEMXEXn6BgrTM6HpYA3Tzh5I/xiKO00HguJwYNKhBfQb1xVvGTNFwaxLK6GHI09el0viAYoXCtyo0x0uc8ai8WbR75zMurSCkrZmuXYJZVkP6srq2hSHA4sebWHRo+3Pcwd3g4qhHj5vOcxXWFXL2RaNt/4Fs87Cf27CrsHKL7rogLRUIAgxpbz9iFdTliHF933JZwqqKrAfPwCNNi9mvZQ2ZO9pBG05jIygcACAko4W7Mf2Q71//oCyrjbf2M9bDuPNvP9JvV/GvGc7tL0m/D3EFdv2rDuUylLDjQtRe954kWMClm3Dh1X/CT1u1q012t3cJ3Us3OwcxNz2QWFaBjQdrGHcpqlEPXqej12E8COXRI4xbNEQnZ+dZj1nTdpkSpIPQYghLTAE9zyGCW05YNGrHVpf2c34ZeU3ew2Cth0VeEy3njM6ep8oSUCx957iYWfRX8xsqJkbo3vAVaR9CEHIfyeR7Pu+5E6o1uwx0LSzxGllV6mvI1FsZkbo8/UROIqK4HG5+Hr+Dr7sO4us8Cgo62jBZmh32I8fgIBl2xG6p/yXtUmHFmh9cSfrx3PykOL3AXeaDhK5os3j9BaxOp6S5CMlknyI6oibnYN7rUcg9Y3o4h3t7x2CaceWQo8nPnuDex7DRM5Ra954NPr+juFht4mIve0jfsACmHZuhbi7T8ofoCjUXzkTgWv3StSiWxY6PDoGgyb18LjnFMQ/LL9PXc3MCO29DgMUhbCD54srHBjownZ4Lxj/xu77ODc+CYlP/AAeDwbN3Sqkm2lpIbtP4vWMVQITUK2549Bo0yKx5iPJR0ok+RDVTcSp63g1ZRm4mdmMY22G9oDHKeG7Dp6Nmo+I41dFzqGsr4t+MT6gFDg4o1JPbvtBDJrWR/KrALlcq6w21/ci+uoDhHqeETpG094KPYPviF1loCA9E6//WIWvZ26W7BWiFBRg0asdmuz+B2pSLL9mkvz6PYJ3HEfcvaegi3gwaN4AztNHiP0OCahZyYcsOCAIBjG3vYsLfbJMAFkRot+ZpAUEMc5RkJKG3Oh4qFmYyHUjYorfB+ZBFUTVxADhx66IHJMV9g3RVx/Aql8n1vNyc/PwoONYvpI8AEAXFSHqshfSA0PR+cUZiReMMDFwr4cWR9ZXyNzV2a+5zIKo0rjZOQj1PIOH3SfBq+0o+E5fgdSAz5UWz/sVu8RKACoGwr/EaB4PRSwqTAMAR1UZaQGfQSnI739TmqFFQkUxad8cOd/iWD3yE/cRZNihC+UST2mZIRFC378RFYfc+RBVStqHYDzsOpFvj0vC41cI+e8kas+fgIb/LpBrPJlfviL5xTuxzrEVUsIlLzEFj3pMRmZwBOMc+o3rQklLA7d6TKm0hCAvHBVlGLdpAm4W8yNNAOCx6ORalF+AxCd+4GZlI3gn82bPL/vPof6KmayuT8gGST5ElcHNyS2XeEr7tOEANO2t4DRV9Mt6WRK3lpeOqzOsBnYReMyn/wy+5dmi1Jo3HuFHryA/MYVxrKaLHQwa1sa3y/dZ9e2RN2U9bWg52Qp9l8TLL8D75TugqMluo6VBk3pCj9E0jcC1exC07Sirn90PuTEJKMovIBWn5Yg8diOqjIiT14Umnh8+bToEeS6SUbcwKW5HwIJBswZof/cAFJTLf4ElPHldvMqKBdflM2A7rCeibzxiNT4rKByJz96hx4frcJo2XPhARclaAUhD1cQQHR4cRZeX59A7zAudX52DfvMGAsdys3IY51PS1oTtyN5Cj7+evgIBS7eKlXgAQEFdjSQeOSPJh6gyoi57MY7JCo0UqzeMtNQtTERWBPih8fYl6PLiLNTMjAUe/3bhLqvrNdr2F+r/8wcA0RWhy8r5GoMng2bBfecy1F81C8plXp7rN66LDl6HoWZhwnpOaRl6NELPTzeh51YbAKBioIeP6zyR8sJfovk4SkpocXQ9lDQF17NLffcJIbtPSTS3zZBuEp1HSI48diOqDLb7S7g58t2H0mDNHCR4vxba5M2yTwe4/DFa5BxsfqsHgOgrD0AXcGE3ph/03Goj/v5z1nGmvv2IxKd+cF06DbX/nIC4+8+RHRmDVP9PyImMwYfVu+E4cRDCjl5GdnhUufM5ykqAAge8XNk8uqMoCrF3nyL+4QsUFRQi4dErgddlQ8PeCh4nNsKwufAWEqH7zko0N0dZGbUYqisQskeSD1Fl6Lg6lbSAFoajogwtJxs5RVRMv1FdtPc6BN8py5D2/uddF0dFGQ7jB6DRlr8Y59CuZc/qWvEPXiD+wQv4L9kCl1mjxW5BHef1HMat3KGgqoK8+CT4zVoNmvuzQ2m81zOAQ4GjqlLu/RCvoBCUggI4Ksrg5RcInJ+jqlI8lsW7peTX7/F06BzWsYuSHfYNXIYOr0wVrYXRqecE3bpOEp1bVtqHYCQ9fweKQ8GkfXNo2lnJZN6aiCQfospwmjIUwduPiRxjPahrhe3HEMWoRUN0D7iGxGdvkP4hBArqqjDv1hoqBnqszrcb0xf+S7YI/VJUQvmtAAAgAElEQVQvi1dQiE8bDsBqQBd8u3CHfaDfE1Xcg+d4OelvwdWuebTQ5EEXFYGjqgyn8cMQdfUBuFk5ULM0Qc7XWHAzs8Va0MDLY/d3ZStk9ymYtm8h9LiStvjtJYDiduPSygr7hhfjFiPB27fkM4rDgUWvdmi6fzVUDfWlvkZNQ975EFWGTh1H1F0yVehxdSszuK2bJ8eIyjNq2QiOk4fAbmQf1okHAFQN9dFwg/jLxJN936PV2W3QqevIavyPzqafNhwQq81CaUXZudBxdUK/KG/0iXyIguR0VpUdKhpTi3GbwZK9t+FIuRAjNzYB91qP4Es8QPGerqgr9/Ggw1hws9k9dv2VkORDVCkNVs9Bs/2roe3ys8mZgqoK7Eb3RefnZ6BuaVqJ0UnH5Y9RaHliIzTt2T+KyfkaA1UTA/T4cKPkxb0wmo42MOvyG7g5uYi9I6B+mxh+fNGHHb6IvLhE8U6uoBYBCspKIo9b9usEHQken7FZUCLKp02HRK7STAsIQthh0dWtf0Uk+RBVjsOEQej5+TZ6BN5AF9/z6BfjgxZH1hcve67mjFo1FrtwZ35KOgDA48wWoS2glfV00OrMFgCA35y1Urde4Hz/oo+6eI/VeP0m9WDayQPuu5ZBUVNNqmsLY9a9jcjjHEVFtLu9H7oNarGek+Jw4DxT9GIRUWiaRtihi4zjvhy8IPE1airyzoeosnTqsHvUVJ28X74DubHi3Ulo2loAALSd7dD19QV83nwIYYcvoSAlDYpaGrAb1Qe1542Hpr0VPv67D188JVv1VZr59y/6Qpar9FocXQ+dWsUdSUM9zyLNX7xySJSSIuhC4ZULOCrKcBa1h+k7dUtTdHt7GbG3vfHt4j1ws3ORn5iCOK9n5a/J4cD9v+UwbMq+NXZZRTm5KEhh3oic8zVG4mvUVCT5EIScFGZmIfLMTbHO0Xd35Xvcpm5hgkabFqHRpkXg5uZBQVWlpHcQr7AQnzcfljpOLWfbkg6fOrXtkfpG9LsWRQ11vtYEDhMHwe+PVayvp6Srjd/ObUPCEz98WLGz3HGOijI8Tm2GliO7VY4URcG8WxuYd/t5p5T0KgAhu04g8ekbgKJg2r45nKYPh1599ndJgiioqUJBXU3oMvwfVAzZvx/8VZDkQxBykhMVL9YjN46ykshFCopqqnx/TvB5jbz4JInjAwB1a3O0ubanpAW04+QhiDhxTeQ5tiN6QVHjZ2kch/EDEH74otAFAirG+jDyaAyOshJM2jSB7ag+UNLUgGnHlrDo0QYh/51Csu97UIoKMOvSCk5Th0q9ZNmwaX2p7nCEoTgc2A7rgS8HzoscJ6oqw6+KJB+CkBNxumzquDqj8ba/YNK2Getz2G5kBQAFbU24Lp6MRB+/4m6hutqwGdoddmP6QVlHq2SccesmcJgwUOiXq4atBer9M4PvM0V1NbT3OozXM1bi69nb4BWW6p/Tu31x/xwTQ4HzGTSpD4NDsk8SFan2/AmIPHtL6IpANQsTOE4ZIueoqj7STI4ghChIz0T01fvIT0mHpq0FzLu3AUdJ9IorJnc9hiLp2VuRYySt3p0RFIbrtZiXGxu3bQqPU5tZN1CjaRqfNuxH0LajyI1JAFB8V2Y1sAsablgAdXPhC0Fy45OQ6PMaoGm5dA6tLInP3+LpkDnI+RbL97lOHUf8dnEHtF3YbTJmUpOayZHkQxBl0DweApZtQ9DWo3z7M9TMjOC2YQHsRkj+CCX6+kM87v270NVo6tbm6BF4XWj9MiZebUch4fEroccpBQX0iXgg0ZJ1HpeLlDcfwcsvgHZte7Jxsgwel4voqw+Q9OIdKA4Hph1bwqRDi5J3crJAko+USPIhqjK/OWsRtPWI4IMUBY9Tm2EzpLvE84fuO4vXM1aWKxyq6WCNtjc9oe1sJ+RMZqn+n+HVegQKM7IEHq+/ejZcl/wu8fyykJ+ShszgCCioqkC3vkvJ+yWCGUk+UiLJ59d2/f0TbH94Fo+C34CmaXg41MeMtoMwsFH7yg4N2ZHRuGrfUWTnUg1bC/T+4iXVl2ZeQjK+HLyANP/P4Kgow6JXO1j26QCOovSvYVMDPuPt/A2Iu/e05A5L08EadRdPhsOEQVLPL6mcmHi8W7QJX8/eKikzpGFrgVpzx8Hlj1GVFld1QpKPlEjy+XUtubIba28LvquY3mYgdg79U84R8Xu/ahfeL9vOOK6912GYdhBeZ6wipb0PQvCuE4h/+BI0j4aRRyM4Tx8Ogyb8L+qjbz5C8K6TyAgMAUdFGSZtm8lkebEkcmMTcLflUGRHRAs87jxzFNy3LZVzVNVPTUo+5H6XkJu7H18KTTwAsOvxeZzzuy/HiMpjamb3Qw7LcbIWuu8sbrn1RejeM8gMjkBWaCTCj1zCnaaD8HG9Z8m4oO1H8bjnVMTefIzsyBhkBkcg1PMMbjfsh5DdJ+Uet//SrUITDwAEbz+G5NfsurwSNQNJPoTc7Hx0jnHMDhZjKpKKEbuX6KpG8t80mOwbAN+py4U+Eny3aBNi7vgg/vEr+M0WXGKH5vHgO30lEp+LXnEnS4UZWYg8dYNxXOjeM3KIhqgqyD4fQm58Qpk7WD79EgCapmW6QkgcdqP6IHDNHpG10dTMjGDasaUcoyoWtP2YyHdRABC09QgUVFVE13ajaQRtOwqjFg1LPuLm5uHrudvIDAqHopYGrAZ0hraTrUzizoqIYrW5NvlVADJCImR2XaJqI8mHkFhOQR5OvLoNr8++4NE0Wti5YmyLHtDX0JF4zsp4B1matrMd7Eb1QfjRy0LHuC6fIfV+H0mwqVQdd/cpKCXm/61jb3mX/Hv48Svwm7kGBanpJZ/5/7UZ1gO7oPmhdXzVCyShqM6u0GhaQBCuO3eBbn0X1Fk0GbbDerI770Mw0j+GQlFdDSbtmrGOtyAtA2GHL+LbhbvgZuVAu5Y9HCcPhkm75qzOJ6RDkg8hkadf/NF3z0IkZf0sqnj+zQP8fc0Tx8YuR/+G7cqd08a5Ia74e5f7vDQ1ZRWZxyqupvtWgaOkiLDDl0AX/ewCqqihjnorZ8JpylCJ5uUVFiIvPhkK6qoSNcQr3ZFU6Bgej9U43vcx3y574fnoheXvlGgaX8/dRmFmNtrd2i92rKVpOdpAx9UZ6R+CmQejOAk9Gz4POVFxqDN/otBxqf6f8Xr6iuJ6bd8p6WjBadpw1F81CxwF4X16UgM+42GXiXztIlLffULk6RuwG90XzQ+tI0vAKxj56RJi+5oShx675vElnh9yCvIw9MDfeBVRvq7X2OY9GOfOKcjDnY+iW2lXNAVlZTTbvwa9w7zg9u981Fk0GU32rEC/GB/UnjtO7PkK0jLwduEGXDJrhctWbXDBoBm82oxE9I1HYs2j7+7KOEavYR0YsBj3Y8z7ZdtEPqKLve2DhCfSr0yts2CC2Of4L96MbCHVoNMCQ+DVZiRf4gGAwvRMfFy3Fy/GLRY6b1FePh51nyy0T1H40cv4+D9PgccI2SHJhxDbf48vID1X8CZGACgs4mKTV/kVVUU85t/IAeDGh6cSxyZLGtbmqDN/ItzWzYPTlKFi1Wb7IT8lDfdaDcenf/cjP/lnsk7w9sXjnlMQtEN02/DSnKcztxRwmjYcTixaDzhNG47Ud5+Q9p75biT86BVW8YliN6ov6q2cCYjxLo8uKkKop+BFCP6LN6EwPVPouRHHriDppeB3jJGnbzCuagzacbykJh1RMUjyIcR2/u1DxjGX3j0ul2wKioT3a+Ebx2U3rjrwX7wZ6YEhQo+/mb0WWeHfWM1l2acjHCYK3yRq1b8zHMYPgN3I3rAWUYHBdmRvWA/uhryEZFbXzWc5jkm9v6ej56ebcJkzFnoN67A6J/1D+Z9dbmwCYm48Zjz3yz7BfY2irz9iPDcvLhHJrz8wjiMkR5IPIbaMXMHVe0srLOIir7CA77OGVs6s5m9k7SJRXFVNYUYWYzsCmscTa4lxU89VaLZ/NXTr//wZabvYofG2JfA4uxUUhwOKw4HHyU1ovONvaNf6WdBSp44jmvy3HC2O/guKoqDGsjMs23FsaLvYo/HmxXDfwW5DqUKZthEAkB0Zw7jqDwCywqMEfl6UXyDw87J4LMcRkpHJggOKoroC2AZAAcB+mqb/J4t5iarJ2cQKiVmpIsdY6BpBQ4V/lVMtU1u0c26Mh8F+Qs/TVtXAiCZdZBJnZUv/HMZXmFQYcX7DpigKDhMGwWHCIOQnp4KmaagY6JVbmk5xOHCZMRIuM0YW3+FQFFTL7GHSresEfXdXpDBc32H8ANbxsWXQtD7UzIwYu7pa9OlQ7jMlXS0BI8tT1tUW+LmeWy3EXBd9985RUqqRnXSrEqnvfCiKUgCwC0A3AHUADKMoit09NVEtTW7Vl3HMJI8+Aj/fM3whjLUEb9BU5Cjg4Kgl0FSVbmlvVcFhseQZKG5PIAkVAz2oGuoz7olSNTYol3h+cFs3D5SIenLWg7tBvzHzAgZxcZSU4DJrtMgxmvZWsB7QudznOrUc+Lq7CmMzVPCjR8fJQ0CJWAkHAJb9O0HV2IDxGoTkZPHYrSmAUJqmw2iaLgBwGoDgbx6iRhjWpDM6uAgvL+Vq7oDZHQQvR3Y2scbLhQcwvmUvqCkVL6umKApd6zTHg9m7MKAKFBeVFd36LqweWZl3ay2HaAQz7dgSrS/vgoaNBd/nHGUlOP0+DC2O/Vth1669YBIcJwtusqZhY4G2t/YJ3U9Vd6noytw6rs6w7NdJ8NxWZmi4aaHQczVsLNBo0yKR8xPSk7qwKEVRAwF0pWl64vc/jwLQjKbpGcLOIYVFq7+8wnwsuvQfDj6/hsy84kdLKorKGNK4I7YMmsVqo2l2fi7iM1Kgq64p1cbUquzjek+8W7RJ6HFlfV30Cb8v0Uo6WaJ5PMTe8UFGUDiUtDRg0buD0LslWUt6FYAvnmeQERQORU11WA/sApthPRk3p4bsPok3c/+Horx8vs/1G9dF66u7RTa5A4CoK14I/N8+JL94BwBQ1FSH7YheqLd8BtTMjKX7S1WQmlRYVBbJZxCALmWST1Oapv8oM24ygMkAYG1t3TgyMlKq6xJVQ1ZeDl5FfASP5sHNyhmGmuJvnqzJaB4Pz8cuQsSx8suVlXS10fbGXhi1bFQJkdUM+cmpCDt8CemBIVBQV4NVv05iVxvPiY4HNzsH6hYmUldzqGgk+ZSegKJaAPiHpuku3/+8GABoml4n7Bxy50P8amLvPkHIntNIDwyBoroaLPt1hOPkIaxbWRMEULOSjyxWu/kCcKIoyg5ANIChAJh3uRHEL8SscyuYdW5V2WEQRJUhdfKhaZpLUdQMAHdQvNT6IE3T5WurEJUiMTMVX1PioauuCQcjy8oOhyAIAoCM9vnQNH0TwE1ZzEXIxue4CCy5sgdXA3zA/V5pwN2mNpZ2G4d2zo1x/NUtvPkaBCUFRXR3bYkerh7gkEKKBEHICWmjXQO9jw5Fm83TkJqTUe4YBQrKikrI5/Lv3nYxscG1aRvgZGwtrzAJghATeedDVGnTT28UmHgAgAZdLvEAQFB8JDptm4mApSegraZR0SFWmIzcbBx+fh0nfO8gKSsdVnrGGN+yF4Y07ggVJeXKDo8giO9I8qlhPsaGwyf0nUTnRqbE4ejLm5jRVnjxyqosPCkGHbbOQHjyzzL8YUnReBzyFv89voA7M7dBR61y99MQBFGMPOSvYQJjwqQ6/5TvXRlFIn8DPBfxJZ7SXkYEYsoJUnKQIKoKcudTSUITvuHoy1uIy0iGqbYBRjfrBkdjK6nnVZXy0VKakD49selJiEpNgIGGDuyNLASOqUyPgv3w9pvo3jTn3z5EVGoCLPWq5u51gviVkOQjZ9wiLqaf3oh9T6+g9GKP1bcOYaJHb/w3dD4UFST/z9LOuTG0VTWQkcfc9kAQOwNzvj+/+xaMJVf34HbgC/Do4jL2zWzrYnmPCejm2lLiOGXtdiBz99MiXhHufXqFcS17yiEigiBEIY/d5Gzehe3wfHIZZVcZ0jSNfU+uYO75bVLNr6mqjmltJC+BP6nVz5qwryIC8dumqbj54VlJ4gGKH2H1/O9PnHh1W6pYZYnLsksql1dzGtURRHVGko8cJWSkYI/PJZFj9j65jPgM6TpHruo1GUPdBVf0VeAILyXfpU5z9KznUfLnqSfXIytfcD8aHs3DtFMbkJXH3K9GHtytmUvsA8V7nQiCqHwk+cjRhbcPUcAV3Re+gFuICyzaVIuiqKCIUxNWwWfeHoxp3h2/ObqhV71WODFuBQKWHEOn2k35esCoK6tiepuBuDx1fUlyehURyPgOJSMvGyeryAKF/g3bwkRbdBXm5nauaGhVM7qkEkR1R975yFFqTiarcSnZgvfoiKuVoxtaObqV+/zuzO0ISfiKt9+CoayghLbOjaCrzt8d8gPLVXMfYr6wjichIwX7nl6BT6g/KABtnBthokdvmVTCVlZUwolxK9Dzvz+RV5hf7riRph4Ojloi9XUIgpANknzkyNbAjNU4O0Nz5kFScjK2FlnN4EejNybqyqrlPrv78SW2PzyLh8F+4NE0WjnURyMrF2x/dI4vMdz++ALLr+/D8THLMci9o/h/iTI61GqCZ/M98b87R3Hp3WMUFnGhoaKGEU26YHHX0bA1qPifK0EQ7JDkI0f93NpAX0Nb5J2Nnro2+ru1lV9QQnSp0wxqSirIFXAXUVoBtxDcIm7JCr0V1/fjnxv7+cZ4ffaF12dfoecPPrAUf3wJwPYhc6WOu6GVC85MXIOcgjyk52ZBX12bVDYgiCqo2rzzuf/ZF8MPLEOLfyei+845OPbyFvILy5eJqcrUlFWxvu90kWPW95sGNQF3E/Kmr6GDCR69GMdteXAaAzwXo4hXhAefX5dLPGzteHQWmrPbQW9uJ7TeNBWnfO+Cx+MxnyiEurIqzHQMSeIhiCqqyhcWLSziYsj+Jbj07nG5Y7VMbXBv5o5qt2nw6IubWHp1L76lxpd8ZqVngtW9p2B08+6VGBm/Am4hhuxfisv+5X/2Ze0c8ie8PvuyGstWP7c2ODtxjcB9T4ExYbjz8QXCkqIRkhCF6LREKCkoomvd5vi9dX9Y65vKLA6CqCpqUmHRKp985pzbiq0PTgs93tDKGW/+Oiqr0OSmiFeEh0F+iM1Ihqm2Ptq7uItcBi2u6LQE7PG+hAtvHyIrPxe1TW0xuVUf9HNrK3brhFYbJ+PplwCRY2qb2iI+M0VmiyV+WN17CpZ0G1fy5/iMZIw89I/Qx3hA8fuqs5PWoGc90ryNqFlI8pES2+STnpsFi8W9kJ2fK3Kc16wd6FCriazCq/aefvFHj13zkC6gVE6fBq1xbtJaKIlRRcF8UU/EpicxjtNT1xZaTVtSFrpGiFh9CYoKisjOz0Wz9RMQGMu8Ek9NSQUfl58iiwyIGqUmJZ8q/c7n/mdfxsQDAFcDfOQQTfWQlZeDPrsXCEw8AHDF3xsrbxwQa05FlndkHg71xZqXjei0RATFfwVQ/LiSTeIBgNzCfOzxFr2hlyCIylOlk08eywUFTCuyqoqAqBDseHgWOx6ehX9USIVc49jLW0jOThc5Zo/PJbEWa3Su3ZRxTGunhpjdfgjrOcXx4+78yAvxmuXeDHxWEeEQBCEDVXqpdT0LB1bj6ls4VnAk0olMjsXoIyvhHfKW7/PfHN1wbOxy2LDc/8PGnU8vGcckZaXB7+tntGS4U3n2JQA+oe+gqaoODsXhq+9W1uz2Q9DOuTFs9E0RmRIndtzCaKmqIzIlDrXNbBHD4tFfaQVcUseNIKqqKp58HOHhUF/ky24NFTWMatZNjlGJJykrDW23TENEcmy5Yz6h79Bm8+/wXXQIRlp6Mrket4htgU3h44LiIjHs4N+M5XV+WNxlDPq5tcWN909lmngAIDMvBz3/mwczHUOoiblsuhEppUMQVVaVfuwGALuHLYCeurbAYxyKg93DFsitO+WDz68x6fhaDNi7CPPOb8On2HDGc3Y9Oi8w8fwQmRKHXY/PyyzGZnZ1GceoKamgnrngu8qYtES02zqddeIBgMz84vYN4j4WAwAjTV1QoBjHxaYnISxJcKM4Yaa16S92PARByEeVTz71LBzxbL4nBjXqwLdCy8OhPm5M3ySXu57U7Ay02fw7Omybgf1Pr+Liu0fYfP8U6qwchumnNpRrj1Da4Rc3GOc/9Jx5DFuTPPpAWVFJ5JhhTTpDT0NwQt/64DSrlW2leT65gsTMVLHPA4Ccwnx4z9uN/m5tWS1sKF0QVZR5HYcLrGtHEETVUKUfu/1Qy9QWZyetQXJWOqLSEqCnriXXTYSD9v1V7n3ND/95X4CRli7+6TlJ4PHotETG+dmMESU7PxfHXt7C0Ze3EJueBCs9E4QlRQtMinXN7LGh/wyhc0ly91LALcSld49hpmMo9rkUKLRydENT27rovnMO7geJXoJP0zRqmdjgc3ykwONuls6Y02GoxJt1M/Oycea1FyJT4qCvoY3BjTvAQrd6bWImiOqgWiSfHww0dWCgqSPXa74M/8D4hbjtwVks6DxKYJFNYy09xuRiLMX7nrj0ZHTYNgMfBTwC1FRRR05BHng0Dyba+pjYsjf+7DSiXAXrH3g8HhIyUyWKIyUnAzYS/EJAAZh28l9cfPcI8ZkprM7pVLspTk5YiTsfX4JbxEVj61qoY2YHFUVlmOoYiB3DD9senMHSq3v5ehgtuLgTEz16Y/uQeWLtjSos4uLSu0c46XsXKdnFP5vxLXuhnUtjieMjiJqkWiWfynD+DXNvnbTcTNz79AqdazfF6ddeuBrgg9zCfNQzd0APVw94Prks8vzRUjw6HHFoucDEAwBZ+Tlo59wI5yatg566FmNlAw6HA2MtPYkS0L93j0u0wTQzPwe7fS6KdY6KkjIaWrnItDePp89lzD63pdznXF4R9vhcQmERF/tZtmSIS09G152z+ZbT+wA4/uo2+jZogzMTVzM+GiWImo4kHwYZedmsxn2KjcCMMxsRlZpQ8tmdjy8AAJoqasgSslnWRFsfM9sNlii2gKgQPGC4K3sY/AZxGcms7xiNNMVPPhRFybyygShjm/eQ6XyFRVwsv75P5JiDz69jcdcxcDCyZJyvv+ciofu4Lvs/xp8XtmP7kHkSxUoQNUWVX3BQ2ZxNrFiN23z/JF/iKS0rP1fgijxnYyvcn7UT5rpGEsV2+3tyYx73nNW40IRvrCsIlMZUoslM24DFejZ2HI0sUdfcXkazFbv36RXiGFqX0zSN4y9vM871JPQdnoe9Fzlm/9OrSJVxDTyCqG5I8mEwull3qCiK3l9iqWuMxKw0kWMElbtJyk5nXcVBENZ7eliM+xwXAY+NkyWORZTYjGTIooKgqqIyrk/bKIOZ+CWwfNd09s193Pn4QmSyveLPXOoptzAfd1lsBiaImowkHwZGWnpY22eq0OMqisoSrfICittl99u7ENwiyXbiN7GtzW6cTR2Rx7+mxKHtlmmsH7epMiTjitDSvj4C/j4OF1Nbmc9trsPuzvNjbDi67piNhmtH41tKvMAxbEs9VZeSUARRUUjyYWFux+E4NHop7A0t+D5vYV8P92fvgLKi5K/OvqXGC+xVxEbHWk3hZCz6saCLiQ3a1xJdBPffu8cRn8Hut38AyOfKv4lfS/t6Itt+S6NDLXfoCVkBKIh/VAi67JiFAm5huWOuLB8JugrZ5EsQvwqSfFga26InQleex/P5+3Fj+mYELjuFZ/P3wcOhAeqY2Uk198NgP4nOoygKJ8atgLaqhsDjOmqaOD7uH3CLuHj3LRi+ER+RWWYBRRGvCMde3hLruvJvwgFceCt61WF8RjKu+Hvjir83EsRIpEDxPqUCMe8+P8VFCIxpRNMu0FRRF3muu01tuNuwu2sliJqKrHYTA0VRaG7vWu7zKa36Yd+TKxLPK01PpSa2dfBy4QGsu30UZ9/cR15hPlSVVDCkcQcs7DwKVwJ80HfPgpK9Rpoq6hjZtAvW9vkdehrayMjNZr2iDwDcrWvh9dfPEscrKWGrBVOzM/DH2U0453e/JIEoKyphUKP22DF4ntBKDqVd9vdm1bqjrNOv72FYk858n2mpamD3sPkYc2SVwEKsWqrq2D1sgdjXIoiahiQfGWhsUwt/tB2EHY/OSXS+tH1wapna4sjYZdg7YiHScrKgq64JFUVljD68Asdf8a/QysrPwR6fS3gaFgCfeXsRmhgFDkWBxyIBulvXwrVpG2H/9wC5v7OoZWpT7rOsvBy02DAJQWWqHRRwC3Hi1R0ExoTDZ94eaKqKvhP5KmExVGE9k0Y26wYDDR2svHkQL8I/AAAUOAro4doSq3pNRn1LJ4muRxA1CUk+MrJ9yDw4GFli8/1TJV9myopKMNLUFVnhwFhLD4MadZBJDKpKKjDVUQEA3PrwrFziKe199BfMPbcN597eZ5V4+jZojbPfO6CObNZVqjs9SUxu1afcZ0uv7imXeEp7FxUMzyeXMbfjcJFzG2hIVjWj7DvA0rq5tkQ315YIT4pBcnY6LHWNpaq+QBA1TZVuo10d8Xg8vP0WjNzCPLiY2KCIx0PrzVMRkvCt3FhNFXXcmL4JrZ0aAiiu3JyclQ4zHUOhm0Iz87KhrKAEFYb2An33LMAVf2+RY5QUFFHI4l2HrYEZ3v51tKQsT1ZeDrrunC2y1YUsdanTHNenbYRimfI2qn/8hnwBL/1LczSyxPbBc8HlFcHdprbAlYkp2emwXNxb7Lu5p396MvZEIghZqklttKW686EoagOAXgAKAHwBMI6madEbXmo4DoeDxja1+D57sWA/djw8h/3PriIqNQFaquoY5t4ZczsMg4upDR4Hv8HKmwdLqhUochTQu/5vWNFzElwtHJBbkIftD89ij88lRCTHgkNx0KVOM8zrOBwdajURGEdgDPNmUTaJx1hLD/dn7eSrB6epqqYVUpoAACAASURBVI77s3bihO8d7HtyBSEJ35CWk4kiEc3mympp74qI5LiSBnFOxlZQVlDEp7hIvncltU1tsXngrHKJ51VEIGPiAYDQxCh03zUXQPHPtX/Dttg+eC5MtH/ehehr6GBmu8FYf/cY6/hHNO1CEg9BSEGqOx+KojoDeEDTNJeiqPUAQNP0QqbzavKdDxNuEZfvi/Tyu8cYtO8vgc3dtFU1cGPaZiy4vFPgrnmKorBryJ/4vc2AcscarB6JgOhQqeN1MbGG99w9MNbWFznu76t7sfrWIdbzBq84CwdDS8RmJIECBe+Qdxh5eDmKeOUTmKGmLrzn7kbtUqsKDz67hgnH1rD/i5TibGyN5wv2Qb/U4zYej4c/L27H9ofnUCSi0Z6umhamtxmAFb0mQYFFCwiCkKWadOcjs8duFEX1AzCQpukRTGN/5eRTWl5hPiwW90KKiFIrxpp6SMgSvvmTQ3GKv8jL1Bxbfm0fVt48IJM49dW14fPnXpFLytNzs9Bq4xR8iPnCOF9rp4Z4PHd3yZ9j0hJhs6SvyO6qZc855XsXww8uY/k3KK93vd/QvpY7bPRN0aOeR0nF6ui0BBx/eRsx6Ukw1TbAiKZdkJ2fi8DYcKgrq6KtcyOB1csJQh5I8hE0EUVdA3CGpunjTGNJ8il29MVNjDmyUup55nUcjo0DZvJ9FpOWiDorhwldkQVArArWtgZm+LLygsjK2CnZ6VhwcScOPb8hcJkxUNxF9eGcXWhmV7xknaZp1P5nCIISvjLGELjsVEkCTMlOh9mingI3eorLVNsAG/rPwMgq3I6dIICalXwYN5lSFOVFUdQHAf/0KTVmCQAugBMi5plMUdRriqJeJyZK1zytphBW+VhcL8MDy31mrmuEfg3aCD1n88BZ+KfHRNbXiEiOxa1A0QVK9TV0sH/UEiT+ewvjWvSEhrIa3/FGVi64P3tnSeIBiot6skk8AP/PS19DB5M8yq+Ak0RcRjJGHV6BU753ZTIfQRDMGJMPTdMdaZp2FfDPFQCgKGoMgJ4ARtAibqNomvakadqdpml3IyPJqjjXNKoMK9bYUih1N5KQkYL/3TmKhmtGiWzh7R8VgpYO9dFEjJ32Xp99WY3T19RBS/t60Fbjr7yQkJVabtXfERZtxn9QKdMDZ/PAWegrIsGKa9Hl/8AT8M6JIAjZk3a1W1cACwG0oWk6h2k8wa9Xvd+w9vYRqefp+H3F2x7vi5h1bgurR1FHXtwUu2W2sEdpZe16dB4zzpSvPh2VmoAxR1aisIiLCR69AQCx6aJbGfygqqSM9i78TxuUFZVwaep6PAr2w4Gn1xCZEgcDDR1wKAoX3z1iNW9pX1PicD/IF51qNxP7XIIgxCPtJtOdAFQA3KMoCgBe0DQtvAQ0wae5vSs8HOqL3C/DVM5GXVkVk1r1wRV/b/x+6t+KCLOEI4tGatn5ufjrym6RY2af24pe9VrBWFsfZiw3Xg5u1EFo+++2zo3R1vlne+qYtEQ8CnkjciGHMFGp5JEwQciDVIVFaZp2pGnaiqZpt+//kMQjpvOT1qG+haPAY51qN8XDObswpHFHgcfVlFRwbtJamGgbYM2twxUYZbGZZzfjt41T8CT0ndAx597cZ6wVl5WfA5ulffHnhe0Y0aQr43X1NbThOWIx6zjNdY1we8ZWiVpdGGvpiX0OQRDiIxUOqoACbiHOv3mA469uIykrHdb6Jhjfshe61mkODocDmqZx2f8x9nhfQkB0KCgU9xmy1jNBA0sndKnTDK03/y7XmEc17YZdw/6EVpmK2iuu78c/N/aznmdgw3ZIzcnEfSHtwBU4HHjN3IG2Lo0FHhclv7AA597cx71PvkjLzcC1gCciK3KbaOvj29qrJcuucwrysP/JFex7ehWhiVHQUdPA4EYdMKv9EFbttAlC1mrSajeSfKqRlOx09Nu7CN4hb/k+Z1sYVNYaWbng0tT1uOLvjQ8xYVBTUkERXYSdj86LNc+tGVtw6Pl1nH/zkO+9koWuETxHLEZ315YyiXf80dU49Py60OO7hv6JaW0GAijet9Rx2x94Hfmp3DgtVXVcn/azLBJByAtJPlIiyUcybTf/jsdlEk9lU+AolKsIQEG8nj+jmnXD0bHLEZ4Ugyv+3sgpyENdc3v0rOch0yoChUVcTD+9AQefXeeLWV1ZFSt6TsKfnX7ujx53dBUOPxe+Es9QUxdf11yGGtlwSshRTUo+pKp1FfKjArKFrlG59xVPQt9VucQDQGApGnF/nQlPigEA2BmaY3aHoTKISjAlBUV4jliMv7uNxxk/LyRnp8PWwAxD3TtBR02zZFxSVhpO+d4TOVdSVhpOvb6H8S17iRyXkJGCfU+v4FbgcxRwuWhs7YJpbQagnpD3fATxqyDJpwq48/EFVtw4UFK/jUNx0K1uC6zuPQVuVs4AgLN+9yszxAqlz6LhmyxZ6Zvw3eWU9SL8A6tW4Y+C34hMPvc/+6Lf3oXIzPu5C8E38iP2+FzCql6TsbT7ePECJ4gahLTRrmSnfe+h+865fIVDeTQPNz48RatNU/DyezOy1JzMygpRYh1rNYGFLvOG4mHunRnHyBPbR9GixkWnJaDvHv7EU9rf1zxxrgb/QkEQTEjyqUTZ+bmYemq90M2b2fm5mHJyPQDgS2JUhcVxesIqzOs4HCqKsqm48ENeYQH2DF+I73vABKprZo8BjdrJ9LrSamZbF8plqikI0trJTeixvT6XkZUvet/15vunxI6NIGoKknzEEBAVgodBfggV0BhOEqdf3xNZ+BMoLoNz68Mz+H0Nksk1y2piUxtD3Dth44CZ+Lb2Chp+f8wnC3aG5uhZrxUOjFwisBK0u01t3J25rWRpc1VhrK3///bOOzyq4mvA7yQhvdBrQEoIvYbeEuqH9AhSRZTeOwqCgv6sgAKidAQsCIJUQYpSAmhEQJp0QkvoHelJ5vtjNiFls3vTdiGZ93n2ITv3zMy5QO65M+fMObS3Ul02u4c3XaolfUZp7cGdVucJPXOYawYTu2o0GY3n67f+OWXFP1uZsG4ehyKelQuoV7wSn7bpT82i5VI87mEDBd8AftyziSdRqc/ebI7GparF/pzLKxv+uQvxz4UTaTJ2T1MKnTdrtSC4YiDfhq7n8CUVkt2mQiD1E5zdiYyK5Ojls0RLSYk8hXDN4pImeqSEL9sP59DF02aTv7o7u/JTz48sllZ4FGmsKqqRgngaTUZEGx8rfPPHWnp+/3Gi/f2Qk//QYOpANgycQqB/5RSN7Wbw4fo0Kuk6N6nBQTjQo1areG01ipRl6d7fUj1287K1452DyeruxeAGHczKRkZF8unGb5kRsoJLpsqmOTx86FG7JROa97RLOHM2D292jJjFrJCVzN21mlPXwvF29aBDQCOGNugQr7CdOSoUKM6xy+csyuTxzk5eK0X6NJqMij7nY4F7j+6Tf3RLi3v3pfMV4d/3UrZ3/9eZw9SYaL2swaCgV5m+bVmK5rBEDg8fFrw+jpbl68a23X5wD993WnH/8cMUj1sqb2EOjPuefy4cZ/aOVRwxFWILrhjI69Wbxct2HRUdRds5Y1h9IMTsWHX9KrJp8DS7roJSwvYT+wia0t+izDtNu/FRa5WZIjo6mp2nD3Dl7k3yZ81JraLlLfrKNJmTjHTORxsfC8zesZK+Joe/JUKGz6KuBeezJQK/6JcoY0FCsjg64eXqnqJEmdZwEA4s7/0xwRWDYttW/LOVjvPf5WlUZLLHCyxemXUDPmf0qq/NZjrI652DjYOmUt63OACLd2+ky4LxFsf8ot0QhjXslGxdUsPJq+djM2Vnd/emS7X/o1ax8skaY8CPk5gR8rPZa5ULlmDb8Bl4uXqwePdG3l07h7DrEbHX/XMX4tPg/vH+XTSajGR8dMCBBY5eOmtI7tgVY3LmWN7rY/J6W87s/DQqEr9cBdPlTThaRjN02dR4dWxeqVSfHSNm0bp8PcPj+GbNzboBX7Bl6FfM27UmyRQ7l+/eoOlXw3jw5BEAs3eusjr2rJCVhvVILVJKBi2dTIkJHfhs03cs2bOZGSE/U3tyb5p8OZi7Dy0nTY3L151GMbPTW/jnLhTblt3DmxGNOscannk7V9Nlwfh4hgfgxNXztJ0zRhe402RYtPGxgKeLm3UhwNPFPcVz5PLKRrYkSgXEZd/5Yyx+832K5y4Yr71Ijvx898Z4dr/9DWv7TyagUMlk63D+5mU2HgmN11a9SFmmtR9meIw6fhVic7BNsRJCfOnOdRbv3ggQL4gjKU5cPZ8m5bKN8P66eXy1bbnZMzybj+6m8zfvJWu8vvVe4diEpZz6YDlH3vuRiE/WMrntYLxcPXjw5BGjVnyVZF8pJcOXT0vRClSjed7RAQcWaFu5Ph9tWGhRxt3ZlZfL1EzVPHcMvE1HRkfRtExNOlRpzB9hB4m4fY08Xtmp61cRhziVTMvkK0q9L/oSfutqsnQIM6W4iUtWdy8cHRyIMlDds4mpANuBiJOcu3nZqvyi0PW8UikItywuWAs2dnJwtEk49v3HD5m6ZalFmXWHd7H/wonYzBNGEEKYzYK9fN8Wbj+0fHj48t0brD24g1cqPV9noTSa1KJXPhaoVLBE7EM1KfrUbZNkkTOj+OW2np4/l2c2vF09EEJQu1gF2gc0ItC/cjzDA+pszd9vL2BU4y7k8PAxrINPgpLXqs2TFuXqWO3r5epOxyqq5tCjp9bT0gDsPH2A/KNbGlpdtipf1ybO941HQq2eu4K0S3V0+lqEdSHMvxhoNC862vhYYUmP/1GnWAWz1zpXbcLE4IGpniPmPIwlutdqkcjQJEVenxxMfGUQk14ZZCi9jYeLW7yIt7iMbfqGxcwHDsKBtf0mx4ZDl8hTyHCmhMeRTzhx9bxFGQfhwPBGtgk2MLICVXLWDZQRsrp7WhfC/IuBRvOio42PFbJ5eBMyYhYbB03j9erNaFa2Fn3rBvP36AX80P0DnNJgO6hjlcbU90+6WJpfLl+LiTDNMXHTd3T/7kMiblsvCz0o6NV4WZ3jUrVwadb0m2S2wmd+n5yEvjUv3jmn7B4+tA+wnB3AHI5mDKuTgyPzu75D7SSMf1pjpEw4GFupGqFdpQZWS0a4ODnriDdNhkSHWj8nPHzyiJE/T2fRX+tjz9g4OTjSpmIg09uPIK+P5Yi4uFy+c4NCY1tbdVQLIehbN5ivOoy0uqp6EvmUFf9sY+/5Yzg7OdGsbC0KZcvL/vATODk4UsevQmxV04u3r1F7cm/O3rhkWGd3Z1eGN+zEztMHkFJSq2h5+tRtw0s58hkeIy0o9X4Hi4dDXbO4EP7xGnJ4Gt/StESP7z7imz/WJnl9SP0OTE1G4IcmY5ORQq218XnOuPPwP3adPkhUdBQBhUqS38C2WUI+3fgtY1bNsCq3uu8kWlUwv91mifBbVxm09HPWHtoZW8/H08WdHrVa8lnwAFyyOHPpznXeWzuHxX9vig2rtsbhdxdTJn/RZOuTlmw++hfNvx6RpOGe9MqgZK9CLfH46RPe+PZ/LNmTuH7QmzVbMKfL6DRZXWsyBtr4pBJtfNIXa1U4Y1ja80PaBzQyNOalO9eZvnUZC0PXxabAMcf/la7BugGfx24n3Xt0nwZTB5otR52QMx+uoHCO/Ib0SU+2Ht/LqBXT2Xv+WGxb4Rz5GPfym/Qw4J9LCYciTvFt6K9cuXeT/D45eaNmc0rmLZwuc2leXDKS8dGvVC8gf505zMyQFRyKOI2bswutytele62W5PTMCoCXwXNHRuWOXz5H/akDLBqdGDYeCWXV/u20rdxAzeHqQddqTa0an0oF/Z8LwwNQv0QAe8YsZP+FE5y9cYkcHj7ULlbecMBHSihXwI9JbQel2/gazfOGDjh4wRj60xRqTOzJotD17LtwnF2nD/L2yq8pMaE9oWGq8Fw704PfEjk8fBJllU6K9vPGGjI8MczdtSbe9241m5PHSgLNtxp3NTy+rahY0J82FQOpW7xiuhoejSYzon+jXiBmhaxg2lbzhyBv3r9L8xnDuXX/LvWKV6K2lTxkQxt0MJSsc/uJfRyMOJUsPU8lKHzn4+bJhoFTzaYREkLwcet+dKzaOFlzaDSaFxu97faCIKW0Wvny5v27LAxdx7CGnVjVdyItZ4wk1FSGOy4Dg9ox9uU3Dc0bcmp/snX1dk28nVexoD+nPljO4r83svbgTh5FPqF8AT/61g3GL0HKII1Gk/HRxucF4cSV85w0UEH1l0O7GNawEzk9s/LHqLlsPrqbH/ds4vaD/yiSMx+9are2WosmtTTwN+8P9XBxo1edNvSq0yZd59ekgo8+gnHj1M/HjkGJEvbVRxMPZxAIMQSoCFQCSgNZgF5IOS9FgwpRCxgH1ABcgVPAN8B0pDRfTEyIFsBIkw6OwL/ADKRcZHRabXxeEB5HGktbE1dOCEGT0tVpUtpyiiBL1PVL/gHPluWtp+TRPIdICfPngxDq57lzYfJke2uliYOXcpVMNX29AlwGUr51IERr4GfgEbAUuAm0BKYAtYFXzfQZCEwHbgDfA0+AdsBChCiHlCONTK19Pi8IRXMWMJQ9u6Kv8YSXRgjyD6BcgWKG5d2dXanyUqk01UFjIzZtgjNnoFs3yJMHFi2CJ8ZeejS24T+IBpoB+ZEyL2qFkjKE8AbmAlFAEFL2QMpRqFXVn0A7hOiYoE9hYDLKSFVBygFIOQwoD5wGRiCEoUzL2vi8IHi6utO1elOrcn3rBqf53Et7fGi15lAMb9RojofBUhTmiIqOSlUVVU0qmDtX/dmrF3TpAtevw8okailFRcGsWVC7Nvj4gJsb+PlBz55w8mTKZN94Q626zp5NPN+2berahAnx24OCVPuTJ/DBB2qb0MVFjQVw5w5MmgQNGoCvLzg7Q65c0KoVhMYvIxKPY8ege3coXFiNlzs31K0LM2eq67dugbs7FCumVonmaNFC6bZ3b9LzJJPHIJHyV6Q0nj4kadoBuYAlSPns4KWUj1DbcAD9EvTpDrgAXyHl2Th9bgEfm771NTK5Nj4vEP9r2YdSFg4ejm/eg7LJWKUYpVS+Iuwds5DR//e6xbNBpfMV4X+teqdojr3njtFx3jjcBgfiObQ+BUa3ZMIvc7n9wHLJAU0aceUKrFkD/v5Qqxa8aQpImTMnseyTJ9C0KfTrBxcuQOfOMHgwBAQoY7VrV8pkU0PbtjBjhtJ96FAoV061Hz0KY8eCgwM0bw7Dh0PjxrBlizImGzYkHmvdOqhcWa38ypRRfdq2VUZ04kQlky0bdOwIYWHw22+JxwgPV2MHBKjP80nMmQwzfwmEAA+AWggRNyzWUp9fE8hYRPt8XiByePqwY8RsPlg/n0Wh62OzK1f09Wdk4850qWZ9ZZRS8mfNxSdt+vNJm/78+PcmJm/+gX0XjgOQ1c2LzlWbUL1IGTYe+YvyBfySlSZn1f7tdJg/Ll7BuIt3rvH+uvks27eF7cNnxh6g1aQTCxbA06fPVgxly6oH8NatcOqUWqnEMGGCeuC2bAnLlqmVQQyPH8PduymTTQ3nzsHhw5AzZ/z2UqXg4sXE7eHhUK0aDBumjGMM168rAxkZqQxUYGDifjH076/+3mbPVgYtLvPmKWPVp0/89qlT4fZt4/dVsSK0SbcAnZhokhOJrkgZiRBngDJAUeCogT6XEOI+4IsQ7kj5wOLsUkqbfwICAqQmdTx4/FAeu3RWnrtxyW46XLh5Rf57MUwOWjJZegwJkvStHvupM6m3PBR+yuoYt+7fTdQ34afLN+/Z4G4yMdHRUhYrJqWDg5Th4c/av/xSSpDy7beftUVGSunjI6Wbm5QREZbHTY6slFJ266bmO3Mm8bWtW9W18ePjtwcGqvZVq6yPn5BBg1Tfc+eetU2erNoGDzY2RpUqUjo5SXkpzu9hZKSUvr5SenlJee9efPmXXlLjG/106xavO7BHxn2ewgSTbE9p8Pkbp+8JU1+/JK7vMl2vGaftianNKYk+Eabr+azNr7fdXlDcnF0pkfclCmXPazcdfLPl5t01s5m+bVkiP83O0weo90U/jlvIEA2qoqk1H8+yfVu4ds9avVNNitmyBU6fVm/vBQo8a+/cWflIFi5UqyJQvpA7d6B8echvJR1ScmRTS7VqSV/btQvat4eCBdXKSwj1mT5dXY+IU9Qvxg/08svG5u3fX62Svonj91+/Xq2QXnsNPBOUKjl7NjmmR/3d24+YCo7JSQBquI82PpoUs+XYHlbs35bk9VsP7vLeL2Z8BnH4M+yQ1XmeRD6N3eLTpAMxfp2YLbcYcuRQ22VXrsDq1aotZssorpFKiuTIppa8SbyErVwJ9eopP05AAAwcCO++C+PHP9tSe/z4mXxyde7YUfl/5s6FmHLzs2erPxNuuT1/3DH9mVR9EO8EcsnpY3U/Vft8Mjl3H97n2JWzZHF0olz+YslK3z8vQQ43c6zcv50b/91Jsv6NgzD2/uNggzLamZJr12DVKvVzp07qY445c6BdO8hq8r1FGCgBnhxZUEEBoFYSCbHmJ0nq/8e776rV2549yv8Tlz59YPv2+G1xdY4JWrCEm5sy2lOmqFD1smVVoEH16lDBzBm558vncxyoAvgD8UPyhHACigCRQFiCPjlNff5M0Ccf4AGEW/X3kEbGRwgxEpgE5JJSGs9AqbEbt+7fZczqmXy/e0PstleBrLkYGPQqbzV+zVAizTM3LlqVeRoVSfjtq0kan4Ylq/Djnk0Wx/B0cad64bJW59KkgJizPAEB6kFnjjVrVNDAmTNQsqR6QB88qBz5lrbTkiMLagUBKiouboADKOOREk6dUhFrCQ1PdDTs3JlYvkYNWL4cfv01fiCCJfr1U0Zl9mxlcMwFGsQwdaoKjjBKt27paXy2AF2ApkDC3F31AHcgBCkfJ+hT29TnzwR9Xo4jY5VUb7sJIQoCjYHzqR1LYxtuP7hHvS/6MXvHynj+lojb1xizagavL3ofaaDOUzZ3L0PzWZLrXLUJuTwTl+iOyxs1m+Ht5mFoLk0ymWfKyDJjhvrZ3KdPH+V/mDcPHB2Vn+PhQ+jbN/6WFShDds1Uuj05svDMbxNz3iiGQ4dg2rSU3V/hwuos0cU4L0pSwvvvw5EjieW7dQNvb3WeJyQk8fXw8MRtxYtDw4bwyy/qPFPWrNChg3l97OHzEcIHIUqaViZxWQ5cBzoiRJU48q7Ah6ZvMxP0WQA8BgaaDpzG9MkGvGP6NsuIWmnh85kCvEXynFIaO/LZpu84fPF0ktd/2L2RjUcsHMAz0bGK9UzUtYqWsxgU4ebsyup+E8nqZt5ABflXZmLwQCKjIrl27xYPDVZF1Rhg2zY4flxtL1ly2Pfooba1FixQW2Ljx6uH7dq16lzQgAEwerQ6mFqggPKvxJAc2dat1YP8xx+Vn2bUKPUQr1oVmjVL2T0OGwb37kGlSsoQDhmixps0SfmzEpIzJyxerAxn/frqoOg77yhfUb166myQOWICD65cga5d1QHU9EKI0QixECEWAjHLojdj24TomaBHMCpU+pN4rVLeBXqhcrNtQ4h5CDER2A/URBmnpQn6nAFGAdmBPQjxNUJMAQ4CxYDPkTLhisgsqdp2E0K0AiKklAeElT15IURvoDdAoUKFUjOtJhVERkUyf9daq3KzdqykaRnLWTI6BDTi4w2LOH7F/DaCg3BgnIHs2TWLluPguO+ZEfIzP+39nXuPHlA8ty+967ShQYkqjF0zi4V/rufWg7s4OTjSsnwd3m7SlepF9FZcqohZYfRM+KxKQOHC0KgRbN6sjEhwsPJrzJoF336rtu6kVNtqwcFQJ05uP2dn47KurvD77zBypJrr77+VD2XxYsieHX76Kfn32KePinCbOlXN7eamDMiCBfDzz+p+EtK8udrm++wzpc+mTWpLsGRJGDPG/DytWinDdf26LQINmgIJDiBRy/SJwViSUSlXIUQgMBZoy7PEosOBL81ugUg5HSHOohKLvo5axBwBxpGMxKJWy2gLIX4DzL26jkUts5pIKe8IpUwVIz4fXUbbfly6c538o1tYlfPL5cvJD5Zblbtw8wqtZo5if3j8M2fuzq7M7PQWr9dI4RsrEH7rKnUm9+bczcuJrmVxdGJZr49pXaFeisfXaNKMsDDlp6pdG3bsSLdpMlUZbSllI3PtQohyqGiImFWPL7BPCFFNSpn4aaF5LnAzUEAOlPGwxI3/7rDgz18IPXOYEnkKUd+/Mg+fPiYyOoryBfx4vUYzfNw8LY5hjQFLJpk1PKACGbounEDEJ2vxctX+II2dmTxZregGDrS3Ji8MKd52k1IeAnLHfE/OykdjP7K6exHkX5ltJ/ZZlAuumHBV/4xle3+n26IPePg0vgM5l2c2VvebSM2iBkJUrXDuxiV+OWQ579e9Rw/4/q8N9Atsm+r5NJpkc/682hI8eVJt41WoAK8mrkCgMY8+ZJoJGdX4NYvXfdw8qedXiXfXzGbw0s+ZvvUnbt1XZ8ZCww7T+Zv3EhkegGv/3aLZV8OJuH011TruPX+MaBltVW73OTMRSxqNLQgLUz6gJUtUdogVK56dVdJYJc0OmUopC6fVWJr0pVnZWkzvMIIhP01J9IDP6uZFmfxFaDgt/vbB2yu/5pM2/Qk5+Q+R0eaLGwLcfniPmdtX8GFrQ1nVk8TJwTFN5TSaNCcoKOlyChqr6AwHmZSBQa/SvGxtZu9YyZ5zR3FydKJZmZqsObiD348nDgZ5+PQxQ5dNwdFARoJl+7ak2vjU9auIWxYXsyusuDQplfIqrRqNxn5o45OJKZIzP58GD4j9/mfYIYYsm2KxT5SBrbB7j61m1rBKNg9vutVoxqwdSRQzA17Knteib0qj0Ty/6A1KTSw/7N6YJuP45055Sfm4fN5uCPX9zRfiyuOdnbX9JycrF51Go3l+0L+5mlhu3L9jXcgAveukTS4qd2dXNg6ewJZlmwAABCFJREFUxvJ9W5izcxVh1y/i4+ZBpypN6FWntS4wp9G8wGjjo4mlUPY8huSK5ixA2HXzmYobl6pG+4CGaaZTFkcnOlVtQqeqTdJsTI1GY3/0tpsmlu41zeS6SkDlgiX46+35dK3+Mi5OzrHt3q4eDGvYkbX99FaYRqOxjtX0OumBTq/z/NJv8WdJOvmdHBzZMGgqDUtWBeDavVvsDz+Bo3CkepEyeLi42VJVjSbTkanS62gyF193HEVOz6xM27qUe4+eRa355y7Elx2GxxoegFxe2WisQ501Gk0K0CsfjVn+e/SA9f/+wd2H9/HL7Utg8cpYy1yu0WjSF73y0WR4PF3daR9gNqesRqPRpBodcKDRaDQam6ONj0aj0WhsjjY+Go1Go7E52vhoNBqNxubYJdpNCHENOGfziW1PTiCzFdfT95w50PdsH16SUuaysw5pgl2MT2ZBCLEno4RFGkXfc+ZA37MmtehtN41Go9HYHG18NBqNRmNztPFJX+bYWwE7oO85c6DvWZMqtM9Ho9FoNDZHr3w0Go1GY3O08bERQoiRQggphMhpb13SGyHEJCHEMSHEQSHESiFEhiw5KoRoKoQ4LoQ4JYQYbW99bIEQoqAQYqsQ4qgQ4l8hxBB762QLhBCOQoh/hBC/2FuXjII2PjZACFEQaAyct7cuNmIzUFZKWR44AYyxsz5pjhDCEfgaeBkoDXQSQpS2r1Y2IRIYIaUsBdQABmSS+x4CHLW3EhkJbXxswxTgLSBTONiklJuklJGmr6GArz31SSeqAaeklGFSyifAEqC1nXVKd6SUl6SU+0w/30M9kAvYV6v0RQjhCzQH5tlbl4yENj7pjBCiFRAhpTxgb13sRHfgV3srkQ4UAC7E+R5OBn8IJ0QIURioBPxlX03Snamol8doeyuSkdD1fNIAIcRvQF4zl8YC7wBNbKtR+mPpnqWUq00yY1HbND/YUjcbYa6yXqZY2QIIITyBn4GhUsq79tYnvRBCtACuSin3CiGC7K1PRkIbnzRASmm26poQohxQBDhgqgLqC+wTQlSTUl62oYppTlL3HIMQohvQAmgoM2Y8fzhQMM53X+CinXSxKUKILCjD84OUcoW99UlnagOthBDNAFfAWwjxvZTyNTvr9cKjz/nYECHEWaCKlNLeyQnTFSFEU+ALIFBKec3e+qQHQggnVDBFQyAC+BvoLKX8166KpTNCvUUtAm5KKYfaWx9bYlr5jJRStrC3LhkB7fPRpAdfAV7AZiHEfiHELHsrlNaYAioGAhtRTvefMrrhMVEb6Ao0MP3b7jetCjSaZKFXPhqNRqOxOXrlo9FoNBqbo42PRqPRaGyONj4ajUajsTna+Gg0Go3G5mjjo9FoNBqbo42PRqPRaGyONj4ajUajsTna+Gg0Go3G5vw/DRnlEfi1qY8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for t in range(100):\n",
    "    out = net(x)                 # input x and predict based on x\n",
    "    loss = loss_func(out, y)     # must be (1. nn output, 2. target), the target label is NOT one-hotted\n",
    "\n",
    "    optimizer.zero_grad()   # clear gradients for next train\n",
    "    loss.backward()         # backpropagation, compute gradients\n",
    "    optimizer.step()        # apply gradients\n",
    "    \n",
    "    if t % 10 == 0 or t in [3, 6]:\n",
    "        # plot and show learning process\n",
    "        plt.cla()\n",
    "        _, prediction = torch.max(F.softmax(out), 1) # 输出最大值的索引\n",
    "        pred_y = prediction.data.numpy().squeeze()\n",
    "        target_y = y.data.numpy()\n",
    "        plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=pred_y, s=100, lw=0, cmap='RdYlGn')\n",
    "        accuracy = sum(pred_y == target_y)/200.\n",
    "        plt.text(1.5, -4, 'Accuracy=%.2f' % accuracy, fontdict={'size': 20, 'color':  'red'})\n",
    "        plt.show()\n",
    "        plt.pause(0.1)\n",
    "\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
